{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Credit Risk - Computing the speed of repayment of loans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1 - Introduction\n",
    "\n",
    "Credit Risk refers to the likelihood that a borrower will not be able to repay a loan contracted by a lender. Thus throughout the years, financial institutions have developed various ways to quantify that risk so as to limit their exposure.\n",
    "\n",
    "Here, instead of simply modeling whether a borrower will repay, by using Survival Analysis, it becomes possible to determine when this will happen. Indeed, it is easy to consider that fully repaying a loan is a explicit event, and therefore not having paid back the loan yet can be defined as the censored situation.\n",
    "\n",
    "By using this configuration, one can predict the speed of repayment of a loan.\n",
    "\n",
    "In this tutorial, we will be using the German Credit dataset, which was originally provided by Professor Dr. Hans Hofmann of the University of Hamburg and available on the [UCI Machine Learning Repository](https://archive.ics.uci.edu/ml/datasets/statlog+(german+credit+data)). The current version was adapted to be directly usable with a minimum amount of feature transformation."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2 - Dataset\n",
    "\n",
    "### 2.1 - Description and Overview"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n",
      "The raw_dataset has the following shape: (1000, 21).\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>checking_account_status</th>\n",
       "      <th>duration</th>\n",
       "      <th>credit_history</th>\n",
       "      <th>purpose</th>\n",
       "      <th>amount</th>\n",
       "      <th>savings_account_status</th>\n",
       "      <th>employment_years</th>\n",
       "      <th>installment_rate</th>\n",
       "      <th>personal_status</th>\n",
       "      <th>other_debtors</th>\n",
       "      <th>...</th>\n",
       "      <th>property</th>\n",
       "      <th>age</th>\n",
       "      <th>other_installment_plans</th>\n",
       "      <th>housing</th>\n",
       "      <th>number_of_credits</th>\n",
       "      <th>job</th>\n",
       "      <th>people_liable</th>\n",
       "      <th>telephone</th>\n",
       "      <th>foreign_worker</th>\n",
       "      <th>full_repaid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>below_0</td>\n",
       "      <td>6</td>\n",
       "      <td>critical_account</td>\n",
       "      <td>radio_TV</td>\n",
       "      <td>1169</td>\n",
       "      <td>unknown</td>\n",
       "      <td>above_7</td>\n",
       "      <td>4</td>\n",
       "      <td>M_single</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>real_estate</td>\n",
       "      <td>67</td>\n",
       "      <td>None</td>\n",
       "      <td>own</td>\n",
       "      <td>2</td>\n",
       "      <td>official</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0_to_200</td>\n",
       "      <td>48</td>\n",
       "      <td>existing_credit_paid</td>\n",
       "      <td>radio_TV</td>\n",
       "      <td>5951</td>\n",
       "      <td>below_100</td>\n",
       "      <td>between_1_4</td>\n",
       "      <td>2</td>\n",
       "      <td>F_not_single</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>real_estate</td>\n",
       "      <td>22</td>\n",
       "      <td>None</td>\n",
       "      <td>own</td>\n",
       "      <td>1</td>\n",
       "      <td>official</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>no_account</td>\n",
       "      <td>12</td>\n",
       "      <td>critical_account</td>\n",
       "      <td>education</td>\n",
       "      <td>2096</td>\n",
       "      <td>below_100</td>\n",
       "      <td>between_4_7</td>\n",
       "      <td>2</td>\n",
       "      <td>M_single</td>\n",
       "      <td>None</td>\n",
       "      <td>...</td>\n",
       "      <td>real_estate</td>\n",
       "      <td>49</td>\n",
       "      <td>None</td>\n",
       "      <td>own</td>\n",
       "      <td>1</td>\n",
       "      <td>unskilled</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  checking_account_status  duration        credit_history    purpose  amount  \\\n",
       "0                 below_0         6      critical_account   radio_TV    1169   \n",
       "1                0_to_200        48  existing_credit_paid   radio_TV    5951   \n",
       "2              no_account        12      critical_account  education    2096   \n",
       "\n",
       "  savings_account_status employment_years  installment_rate personal_status  \\\n",
       "0                unknown          above_7                 4        M_single   \n",
       "1              below_100      between_1_4                 2    F_not_single   \n",
       "2              below_100      between_4_7                 2        M_single   \n",
       "\n",
       "  other_debtors     ...           property age  other_installment_plans  \\\n",
       "0          None     ...       real_estate   67                     None   \n",
       "1          None     ...       real_estate   22                     None   \n",
       "2          None     ...       real_estate   49                     None   \n",
       "\n",
       "  housing number_of_credits        job people_liable  telephone  \\\n",
       "0     own                 2   official             1          1   \n",
       "1     own                 1   official             1          0   \n",
       "2     own                 1  unskilled             2          0   \n",
       "\n",
       "   foreign_worker  full_repaid  \n",
       "0               1            1  \n",
       "1               1            0  \n",
       "2               1            1  \n",
       "\n",
       "[3 rows x 21 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Importing modules\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from pysurvival.datasets import Dataset\n",
    "%pylab inline\n",
    "\n",
    "# Reading the dataset\n",
    "raw_dataset = Dataset('credit_risk').load()\n",
    "print(\"The raw_dataset has the following shape: {}.\".format(raw_dataset.shape))\n",
    "raw_dataset.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 - From categorical to numerical\n",
    "There are several categorical features that need to be encoded into one-hot vectors."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# From category to numerical\n",
    "category_columns = [\n",
    "    'checking_account_status', 'credit_history', 'purpose',\n",
    "    'savings_account_status', 'employment_years', 'personal_status',\n",
    "    'other_debtors', 'property', 'other_installment_plans', 'housing', 'job']\n",
    "dataset = pd.get_dummies(raw_dataset, columns=category_columns, drop_first=True)\n",
    "\n",
    "# Creating the time and event columns\n",
    "time_column = 'duration'\n",
    "event_column = 'full_repaid'\n",
    "\n",
    "# Creating the features\n",
    "features = np.setdiff1d(dataset.columns, [time_column, event_column] ).tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3 - Exploratory Data Analysis\n",
    "As this tutorial is mainly designed to provide an example of how to use Pysurvival, we will not perform a thorough exploratory data analysis but we greatly encourage the reader to do so by taking a look at the **predictive maintenance tutorial** that provides a very detailed study.\n",
    "\n",
    "Here, we will just check if the dataset contains Null values or duplicated rows, and have a look at feature correlations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1 - Null values and duplicates\n",
    "The first thing to do is checking if the `raw_dataset` contains Null values and has duplicated rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The raw_dataset contains 0 null values\n",
      "The raw_dataset contains 0 duplicates\n"
     ]
    }
   ],
   "source": [
    "# Checking for null values\n",
    "N_null = sum(dataset[features].isnull().sum())\n",
    "print(\"The raw_dataset contains {} null values\".format(N_null)) #0 null values\n",
    "\n",
    "# Removing duplicates if there exist\n",
    "N_dupli = sum(dataset.duplicated(keep='first'))\n",
    "dataset = dataset.drop_duplicates(keep='first').reset_index(drop=True)\n",
    "print(\"The raw_dataset contains {} duplicates\".format(N_dupli))\n",
    "\n",
    "# Number of samples in the dataset\n",
    "N = dataset.shape[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As it turns out the raw_dataset doesn't have any Null values or duplicates.\n",
    "### 3.2 - Correlations\n",
    "Let's compute and visualize the correlation between the features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABV8AAASpCAYAAADIn2mgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzsnXd4VEXbh++hhlR6kSJFmiKISBEhQOhVmq+CGIEgoiCCQUIHMXQjRRREAqH6vipKEZQSAgjSpYsgFjB0hHQghfn+OJu2bIA9e/wS9bmvKxfsnDm/88wzdWfnzCitNYIgCIIgCIIgCIIgCIIgCIK15MpuAwRBEARBEARBEARBEARBEP6JyOSrIAiCIAiCIAiCIAiCIAjCX4BMvgqCIAiCIAiCIAiCIAiCIPwFyOSrIAiCIAiCIAiCIAiCIAjCX4BMvgqCIAiCIAiCIAiCIAiCIPwFyOSrIAiCIAiCIAiCIAiCIAjCX4BMvgqCIAiCIAiCIAiCIAiC8I9GKbVIKXVFKXU8i+tKKTVHKXVGKXVUKfWkFc+VyVdBEARBEARBEARBEARBEP7phAFt7nG9LVDZ9tcfmGfFQ2XyVRAEQRAEQRAEQRAEQRCEfzRa6x3A9XtEeRZYqg32AAWVUqVcfa5MvgqCIAiCIAiCIAiCIAiC8G+nNPBHhs+RtjCXyOOqgCAIgpB95MnrqfPlK+KyTrVqHhZYYw25dJIlOndUXkt0UnQ+lzVyq0QLLIFcyfGW6JDb9TQBcDvBdY08Fg1FLEpTEtbUBavy3Apy3Yq2ROeOm48lOlaU4zt5ck6bBda0EwB5saiOW4BVbagVbbpV9dIq/ybc8bJEJyfhrv+0RCen1U0ryGnjkpzUhuY431hkT07CKt9YgVV93dFDR65prYtZIib8v+Jd8FGdnJRzxiqOuJlw7gRwK0PQAq31guyyJxWZfBUEQfgbky9fEarVCHJZZ9euBhZYYw1uSect0bmV1+UfKAGISiznskbBfOcssATcrh6wRIeCLr85A4A+fchlDVW8pAWWYFmaLumnLdGxKs+tIP+Jry3Ruf1YB0t0rCjHt4o9ZYEl1mFFOwFQUu22RMcKrGpDrWjTraqXVvn3SFwzS3RyErWSV1qik9PqphXktHFJTmpDc5xvLLInJ2GVb6zAqr7uIY9iZy0REv7fSU6Kt+S751/JoX0Db2mtXWnkzgNlM3wuYwtzCdl2QBAEQRAEQRAEQRAEQRCEfztrAX9l0ACI1lpfdFVUVr4KgiAIgiAIgiAIgiAIgvCPRin1KdAUKKqUigTGA3kBtNbzgQ1AO+AMkAD0seK5MvkqCIIgCIIgCIIgCIIgCMI/Gq11j/tc18BAq58r2w4IgiD8zSla1J0VS55j947+5M6tMl2rVLEwoQu6sGhBFyo/UiTLsFSGB4bQomkAw4bOyBR+4vgZmjfpi59vX44d/RmAYUNn0MrvFXwb+rN712FTGgA3b96ifJlWbA3fmxaWnJyCf8D7NG4exNT3vrgrzVu3HaFh07fxazOayMhrALz+5jyKl+vFwsWbTKfp+vVoevUIom3LV5k2JTQt7vjhY+jcsgNjh43KpDF7+vvUrlSDae9MTgu7cf0Gr74UwHNtuzB7+vumbRn02iT8fPvSvElmfyUnp+D/xiIaPzudqR98e5dvXh+5kuI1Alm4Ymda2NnIP+noPxe/7iGErtxp2sedur2Lb4sRtGg3Ji0sOTkF/9Gr8O0dyrRF392l02nwCpr0CaVl/zAiLxsHP03+ZDtlWr7H2LnhptPUrFsITbu+R7NuIWzd+ZPpNM3+cC0NfIfRsOnb7N77U1pcZ/LcURg4l9/TpoRSsVxrJoz76C67rdCxIp+ctSWr+pRmjwt5vi1in6X2WNFuOVNmhvQfRPsmrenW5lm+/N+qzH6xql5aoOOMX/r3HY9vQ39aN+/P/z79JlN8q9p0Z3w8/I1AOjVvx7Mt2vPjsRMu2eKonXhv7Aj6dmzF9NHDM90fHDiY3u1b0KdDS06fOA7A6pVLaf9UDUa/1u+u5zmjM2NMEP06t6Vf57b4Vi5rWicre8zUS4CLl6NxrziIM79dAbKn7fvyi800ftof34b+rFu7zbROVuXYqjLsjC3+L46kdfP+NG3Um/p10ucKzOTT868uoGnX92j87HROnblkyh6wbszWrPUomrYaSbPWo9i67Ui22uIon8zoAFy8eB33wt0588sF0zqO2hsrxufO6mRVp6zo6wTh34hMvgqCIDiBUuoRpdQypdRvSqmbSqlflVLzlFKFHMQdopT6XSl1Sym1TynV0PY5zC5eBaXUCqXUVaXUbaXUYaVUlwe1KSbmNgMGreXY8ct3XXvt1XqMGrOZoNGbeO3VelmGARz64SRxcQls2RZKYmISB/anf1mdOGEeS5ZPZtmnU5k4YR4AU6YPYdPWT1j+6TSmT1tkSgMgLHQ1NWo8ksnutV/vpWqVMnwXPo1d3//IpUs3Ml0PnvoZG9e9w5SJ/kyxDWbHjnie6ZMyvxXirD2T313A2PED+GbzxwSNDADg6KEjxMfHs3rz1yQlJXH4YPohUz1f7sXcRfMzPfP9yTMYNmYEn3/zFW8Of8u0LcOG92brjkV8vHACk4PTD+hcu+kIVR8pyXdrhrNr/xkuXcl8kv3YIe2ZPrZbprAxU1ezaObLbP0ikICejUz7eHbIK+zYMpWgwG7MnLvG0Nl+imrli7IjLICdh85x6VpsJp3ZQe3YvjiA4X0aM2u5cdhNQNc6LJucbqOZNAFs+WwoEasC8WtUzXSaliwL5/tt0/l8xQhmvP8l4HyeOwpzNr979+3M4qXBd6XRKh0r8smK+pRmj4t53rRZPcvssaLdcrbMAMxdNI9V366h6/MZ6oJV9dICHTN+Wbx0EhvDF/B8j7aZnmdFm+6sjwcFDmZt+AZmzp/D+1PSJxqsaCdOHj1MQnwci9ZtIikxkROHDqbd32fwW4St38KEOfP4+L0pADRp3Y55n63BHmd13g6exsLV3zDs3ak0btHatE5W9pitl7M+2UL92hWA7Gv7Ppi9ko3hH7MxfAEfzFphWgccl2MryrCztixdMYWN4QsYOsyftu0bp9tiIp+Wzw1g25fDCB7RmTmhW037xqoxG8CWDcFEbJyMX9NaOW78aDZNsz5cS/26VVzSsW9vrBifgzV1yqq+ThD+jcjkqyAIgnM8BPwBDAFaAxOB5hh7w6ShlOoHzAS2AM8CYcBKoKBdvLLAXqAWMBToBPwArFJKdXoQgxITU4iNve3wmrdXfi5fiePq1Xi8PPNlGQawb+8xmreoD4Bf8/rs23M07VrUjVjKlC1J6dLFiY4yJm3y5s0LQFxcAo/XrGJKIzExiX17j9GgYa1Mdu/Zf4qWfk8A0LTJ4+w7cDrtWkLCbQq45cPLy5369ary40njVPlSpQrflX5n7fnxxC/MmLqYNi36s3e3EfeH/Qfx9WsCQONmvhzYuz9No1iJ4iiVebXxqR9/4oMZs+jetnOmuM7aUr5CaZuf85A7d3p3vefgb7T0rW74pmFV9h36PdPzS5XwyfQ5KSmFs5HXGTB8OW16zOb0L5dN+7hC+ZJ32bT3aCQtGlQCoFnd8uw7nvkw0Aqljd8l8ubJRe5cxj0liniS0WvOpgkgVy5Fy+dn0WPAJ1y/EW86TeUfLsHt20lERcdTuLAX4HyeOwpzNr9LlChyl4aVOlbkkxX1KRWX8/x6tGX2WNFuOVtmUIrBrwzCv/uLRJ77I90vFtVLK3Sc9QtK0a/POLp1HsK5s5nPpbCiTXfWx+XKP2xLT15y587tki327cSxA/tp0MQPgPq+zThyYF+aRumHyxvPzZP+3EJFipInz927vTmrk8rW9evwa9/RtE5W9pipl9f+jCMm7hblyxpv0mRX21exYhni428RF3cTL28P0zpZlWMryrDTtthYt3obz3Zulm6LiXzKm9fI+7j429R8tIwpe6wcs+XKpWjZfiw9/Gdw/Xpsjhs/mtG5di2GmJgEyj9c3CUd+/bGivE5WFOnrOrrBOHfiEy+CoIgOIHWeofWepTWeo3WegewHOgLNFBK1QZQSuXC2Lj7G611P631Rq31R8BbgP2IeAKggCZa6+W2uH2BcIyJXZfIlSt9EJQ6IHIUBhAdHYeXtycA3j6eREWnD/7v3LmT9n9jGxyD57sH0rHdQPya1zOlsWzJOl54sd1ddkdFxePt7Q6Aj7cHUdHxGa7FpV0DSEm5c9f9ZtO0Z/dRhgX1YcmKKYwaMQuAmOhovLyMSTkvb29iomOyfB7Agb37eWPYm8wLW8C7oyeYtiWVcWPm8vrAF9LTH5OAt2cBAHy8ChAVk3BPe65dj+PoyUjmT+9FyITnCAo2Xvsy6+OUlBQmTfuMVwPaGHFjb+Htmd9Il6cbUbG37rIhJeUOkxfuoH/3pxza6GyaAD5f8CoRqwLp2KoWwbPXm05T0yaPU/2J12ndcRyDX+8AOJ/njjCb33+VjhX5ZEV9SrPHxTyfNjnUMnusaLecLTPjp0xk3dYNDHzrDd4ZOS4t3LJ6aYGOs36ZOmMoEd8tJnDYy4wYPjNTeq1o083Wy8njgun72isu2WLfTsTGROFhs8XT25vY6MwrDwHmTJpAj34D7mmbWZ3vI7bQ0K+lyzr2mKmXsxZuYVCf9InB7Gr7OnZuxtN1e9LgqR68NvB50zpZlWMryrAZ3yQlJXH8+BlqP1k9/Xkm8ikxMZnGz05n8Jj/0uDJCqbssXLM9vmKEURsnEzH9vUInvZZjhs/mtGZNXctgwZ0cFnHvr2xYnwO1tQpq/o6Qfg3IpOvgiAITqCUyqeUGqWU+kkpdRNIAlI3UKxq+7eM7e9zu9vXAMl2YW0wVs1GK6XypP4BG4FaSilvBzb0V0odUEodSE6Ou6e9GQdid+7oLMMAvL09iY0x9GJi4ino45XxmWn/z5Urvev43xchbN+1hPFjPnRaIzk5mS2bd9O6zTNp4TNDltKs9ShWr9tDjO3LRExsAgV90lex+Ph4pF0DMq0KtcfZNFWuXI5q1StQokSRtDAvb29iY40BalxsLN4+d2VJJio+UonK1apQrETxTL4y49+5s1dSrXoFGjaqbfimWwirvzlMTNxNQyfuJgUzDNwd4eNVgEerlKJYES8eq/oQR36MdMnHgSMW8VLPZny5Zjd+AYtZHXGSmDhj5XVs/G0KerndZcOwkI306lCLSmUzry7Zc/QPU2kCKFzIsLdL2ydYv/mYqTTFxCSw4tNtnD42nz3b32Pk2KWA83nuCDP5/VfozAxZ6nI+mbXFUX0yW44hc57/eOKMJfY4my5H7RY4X2YKFTZWGtdv2IArl6/w0cy5dGvzrCX10or6XaliKaf9W7iw8dtiw0a1uXzJ2LvQyjbdTL38ZO58qlSvSv2GDfho5lzL2glPLx/ibbbEx8bg5ZP5d9UVH39IxSrVqN2g4T3tM6Nz9tczFC9ZigLu7i7pZGTJ3Fmm6mVUdAKRF27wWNWH0sKyq+2bEvwJPxz9nEPHvmBK8CemdezLsZVl2Ixvdmw/iG+TOoBRn1o372+q/cyXLw/frRnOZwv6M37GOqftsXrMlvqmSZdODTjx41lLbGndvL/L+TRj5pem0hQVFUfk+as89mg5ABYu3mRZe2PF+BysqVOu9nWC8G9GJl8FQRCcYwrGatXlQHugHtDVdi11NqOU7d9MowytdQpwjcwUB/wxJnEz/qVuUFfELj5a6wVa66e01k/lyeN5T2OjY25TvLgHRYu6Ex+fmGUYQP0GjxOx1Xh9KCJ8L3XrP552rVBhbyIjL3PhwtW0V49u3zbu9fR0x8OjgNMaly9f549zl+jUfhD/XbmBcaPn0rtvZyI2Tmb+nNcJtx3AsG37MerWqZym4+Hhxs1bicTF3WTf/tNUr5b50JGMOJumR6qU4+LFq8TH3yQ5OQWAOvWeYuc2Y379u4gd1KnneFVgKhUrV+TyxUskxMenaZixZcvm3ezZc4QRo4wDUYYG+hOxKpD5018k3HbA1LZdp6j7RPl72uPung9PdzcSEhI5f/EGj1YpZdrHoWGbUErh/6Ifbw/tytbQPswb05Gt+3410rX/N+o+VjrT80O/OohS4N/xibtsa1CzrKk0AcTEGl88d+3/Bb/G1UylKVcuhbt7fvLly4uPjzvxCcZqUGfz3BHO5vdfpTM00N/lfDJri6P6ZLYcQ+Y8r1CxjCX2OJsuR+3WjRsxTpeZ2Bjjy+uZ02fw8fHh9aGDWPXtGkvqpRX121m/AMTYvtSfPvU7PgWNL/VDA/0ta9Od9fG2LREc2LufIUHG3tuvDx1kWTtRs2499u3YBsDeHduoWadumsbuiHCO7N/LK29lPvjKEWZ0Itavo1m7jpnCXLXn5UFDTNXLU79c5vSvl2nbczabd5zktaAV2db25c+fF3d3Nzw8CpCYmGxax74cW1mGzfhm7eoIOtm2HBga6M/G8AVO55PWmqQko83z9nSjgFtep+2xesyWOum4a/dJKlYoaYktG8MXuJxPZtvQU6fPc/rnC7TtNJ7N4Yc5eOgXy9obK8bnzuY3OK5TrvZ1gvBv5u7NfgRBEIR78QKwVGuddjqEUsp+BjR1k7DiGQOVUrmBonZx/8RYOTsti+dduJ9BeXLn4oNZ7alSuQgfzu7IgtAD1K5VitCwg3z8yX6mBrcCYOqMHQAOwwBqP1kdN7d8tGgaQM1aVSlbriTTpoQSNDKAMeMG4N9zJAAz5wQB8FLPEURHxZGSksLE4EFOa5QuXZyde5YBEDzxYxo+8wSFCnlDUiwd29fjy/6zadw8iLat61CqVGEOH/mVg4fOENC7FaOGP0erDuNwc8tH2CdDAJg07TM+/Ww7WsOFi9cZPj7Q6TSNGTeA3r1Gc/PmLUaN7Q9Azdq1yJ8/P51bduCxmjUoXaY0s6e/z5vD32LlkuUsWbCYqBtRREVFMWXmdIaNDuL1Pq9y6+Yt3ho5zLR/A4fMwMvLgzYtXqVylYeZO280AB1b1uLL9WE0fnY6bZvXoFQJHw4f/4ODR88S0LMRk2Zv4NOv9hl+uBzFuLc6MHpIO9r0nE1ySgpzgo0tDMz4eOCQ+dR7qgrNWo/Ct1ENJjxfnY6+Vemz5Ud8e4fStlFlShXz4vBPFzl48gIBXeowaPJ66tUojV/AYnzrPMyE1/0I/eog8z/bz/Xom9xIUsya+LzTaWr+3PsUcMuHW/68LJ71sqk0eXoWoGXzJ2jY9G1SUu4wduQLpvLcUZiz+R22aDUL5n/OjRsxRN2IYdYHI0yVm6x0XM6nmJuErJjvcn1KxUw5zpjn85a9T+nSxS2xx4p2q2btck6VmYF9BxAdFYVSiqmz0g+DsqJevjO2pyU6Iye+7ZR/+/iPIepGDEopZs8dmTm/XWzTT1/04K2Rw5zy8ZhhI/Hy8qJ7285UqvwI0z8IsaydKFvzCfK5udG3Yyuq1KhJydJlWThzBv2Gvs20UcPw8PLmlS7tKF+pMmNC5rBj0zcsnvM+kb//RmCfFwlZbBxeU91JHYAdm79l1tL/ZvKvszpZ2WOmXn6/zmhj+gwJY/Sb7SiTTW3fK692x8+3LwB9+6WfWeqsTlbl2KpxiTO2aK3Zu+dY2uc0W5zMp+Gvt6bti3NQyljhOHdyD8vaPrNjtuZtx1CgQD7c3PKy+OMhFClvgS0W5dO4US84rVOubDG+32a05X36z2J00H8sa2+sGJ9bVaecHR9l1dcJwr8Rdb/9dgRBEIR0lFI3gP9qrV/LELYUeAnoo7UOs+35ehY4prVulyFeN+ALYInWurctLAx4GnhCa33TWXvcPR7W1WoE3T/ifdi1q4HLGlbhlnT+/pEegFt5S98/0gMQlVjOZY2C+c5ZYAm4XT1giQ4FS90/zgOgTx+6f6T7oIqXtMASLEvTJf20JTpW5bkV5D/xtSU6tx/rcP9ID4AV5fhWMedXI/+VWNFOAJRUuy3RsQKr2lAr2nSr6qVV/j0S1+z+kf5m1EpeaYlOTqubVpDTxiU5qQ3Ncb6xyJ6chFW+sQKr+rqHPIod1Fr/8xqLfwFWfff8Kzm0b2COLF+y8lUQBME5vgVeVkodA85gbDmQaRM1rfUdpdQ7wCdKqYUYe79WBEYA0UDGHf7HAfuAHUqpucDvQCGgBlDRdviWIAiCIAiCIAiCIAh/Q2TyVRAEwTneABQwyfZ5A9ADYwI1Da31Qtt2BEOBXsBx279rMSZgU+OdU0o9hbGP7GSgGMZWBMeBJX9lQgRBEARBEARBEARB+GuRyVdBEAQn0Fpfw9j31R7lIO4sYFZaBGOStSDwg128SKCftZYKgiAIgiAIgiAIgpDdyOSrIAjCX4BSqgIwEOMwrRigOjAK+A1YlY2mCYIgCIIgCIIgCILw/4RMvgqCIPw13MTYt9UfYw/XG8AWYITWOsGqh1Sr5mHJYVnPPLPHZY2Dqy3qUiw6OMmqQxdKKgsOi0m06LCYgtakybLDa6pYImMJVh1IUZCcc1CWZQesValtiYxVB3dZYY9lh6pEXbREpmAxS2S4hevlOKcdOGNF3bSsXiZZI1PC45YlOlYczHfqhjUNsVUHMFnVTigL2gmrDkar5WlNnbKsblowTrLskMBoa/opt4KWyOQoctohYlaM/S7Hu1lgiSD8O5HJV0EQhL8ArfUloE122yEIgiAIgiAIgiAIQvaRK7sNEARBEARBEARBEARBEARB+Ccik6+CIAiCIAiCIAiCIAiCIAh/ATL5KgiCkINQSg1RSnXNbjsEQRAEQRAEQRAEQXAdmXwVBEHIWQwBnJ58HR4YQoumAQwbOiNT+InjZ2jepC9+vn05dvRnAIYNnUErv1fwbejP7l2H0+IWLerOiiXPsXtHf3LnVpl0KlUsTOiCLixa0IXKjxTJMgwgOTkF/zcW0fjZ6Uz94Nu7bH195EqK1whk4YqdaWFbd/5Ew45T8eseQmTkNUMj4H0aNw9i6ntf3KWxddsRGjZ9G782o4mMvAZAp27v4ttiBC3ajUkLM6MDcPHiddwLd+fMLxcs0fntl18BGD98DJ1bdmDssFGZ7p89/X1qV6rBtHcm3zPMrC3LVkbQsOnbtO00nkuXbqTFdcaeIf0H0b5Ja7q1eZYv/7fKJXuatR5F01YjadZ6FFu3HbHEx7+c+QNwri707zse34b+tG7en/99+k1aXGc0wrfsockzL9OmRX9O/fRbpvhW2GKmPnXyn4tv5xm0+M/7RF64Ydq/Wdap0avw7R3KtEXf3aXTafAKmvQJpWX/MCIvRwPQI+hz/AIW84z/Jzz5n3mm7bEvx2Y0nu81jaatRtK4eRCnTkea9vHZyD/p6D8Xv+4hhK40wp3J70GvTcLPty/Nm6SHpeKMzpdfbKbx0/74NvRn3dptaXHN1stmrUfxZIM36fKfSabsAbh58xbly7Ria/heUxpW+SYrHavaUCvaT2fTlFX/DfDe2BH07diK6aOHZwoPDhxM7/Yt6NOhJadPHAdg/vTJ/Kfp0/Tr3JZl8z4wbc89y5+T7USfsV/xdK8F+AUsZuWGo+k6LvQL5379xTLfWFWnzOi8/uY8ipfrxcLFm0xrOGr7wLlyvD18Gx2atqF72878fMquTjnZhjbrFkKzbiE82TKYLn0+sixd2ZlPcPf40Zn6NG1KKBXLtWbCuI8yxTVjy9lzV+jYdSJ+bUYTGrYpLa4V41Bn6tOB73fyUptm+LdtxudhoXfZLgj/JmTyVRAE4W/OoR9OEheXwJZtoSQmJnFg/4m0axMnzGPJ8sks+3QqEycYkx5Tpg9h09ZPWP7pNKZPW5QWNybmNgMGreXY8ct3PeO1V+sxasxmgkZv4rVX62UZBrB20xGqPlKS79YMZ9f+M1y6Ep1Ja+yQ9kwf2y1TWPCs9Wz8dAhTRnVlyntfsPbrvVStUobvwqex6/sfM00YAgRP/YyN695hykR/ptgGorNDXmHHlqkEBXZj5tw1hi0mdABmfbiW+nXTT5C2QufooSPEx8ezevPXJCUlcfjgobR4PV/uxdxF8zNpOgozY0tycgrzFmzgu/CpBE94iWnvrzJlD8DcRfNY9e0auj6fnn9mfbNlQzARGyfj17SWZT52ti4ALF46iY3hC3i+R1tTGlOCP2HDpvksXjaJ4Ikfp8W1whYwV59mB7/AjtVvEzSwDTM/2WLavw7r1PZTVCtflB1hAew8dI5L12IzPzuoHdsXBzC8T2NmLd8NwKfTnmNraB+G9W5Ee98qpuxxVI7NpGn54kC2bZpC8ISXmPPR16Z9PGbqahbNfJmtXwQS0LOR0/k9bHhvtu5YxMcLJzA5eEFaXGd1Ppi9ko3hH7MxfAEfzFqRFteMbyI2TiZi42ReetGP9m3rmrIHICx0NTVqPGI6TVb5JisdK8qeVe2nVf33yaOHSYiPY9G6TSQlJnLi0MG0a30Gv0XY+i1MmDOPj9+bkhb+1juTWbj6G1567Q3T9mRZ/ky0EwDLJndja2gferaraSqvUsnYL1jlG6vqlBmdsSOeZ/qkPi7Z4qjtc7Ycz5z6Hp+tX8WHi+bz3qRp6faYaEMjVgUSsSqQl55rQPsW5vPbPl3ZmU/g2pikd9/OLF4ajD1mbBkzYRmLPn6Trd9OIqB3K8Cacaiz9WnZvDlMX7iUsPXhrP3v8rvSJgj/JmTyVRCEvxVKqUeUUsuUUr8ppW4qpX5VSs1TShWyixemlIpUSj2llPreFveUUqq97fpbSqnflVIxSqk1Sqlidvd7K6XmKqUuKKVu2+4dqpRSGeL0VkpppVR5u3snKKW0XZhWSgUrpQbbbI9VSm1XSj2WIc7vwMPAi7b4WikVdj+f7Nt7jOYt6gPg17w++/YcTbsWdSOWMmVLUrp0caKjjC8/efPmBSAuLoHHa6ZPMCYmphAbe9vhM7y98nP5ShxXr8bj5ZkvyzCAPQd/o6VvdQCaNqzKvkO/Z9IqVcIn0+eEhEQKuOXDy9ON+k9W4MeT59iz/xQt/Z4wNJo8zr4DpzPEv23E93Knfr2q/HjyHAAVype0pS8PuXMb3ZsZnWvXYoiJSaD8w8XT02SBzg/7D+Lr1wSAxs18ObB3f5pGsRLFyVC0sgz05fhmAAAgAElEQVQzY8uff8ZQpnQRcufOTa2aFdiz9ydT9qAUg18ZhH/3F4k894dLvsmVS9Gy/Vh6+M/g+vVYy3zsbF1AKfr1GUe3zkM4d/aiOQ3Aw6MApUoV49df0lcTWWELOF+fACqUKwpA3ry5yZ3LfF1wVKf2Ho2kRYNKADSrW559x89nfnZpoynOmydX2rNTWb31JF2aVzdlj6NybCZNefPmASAu7iY1a5Q35eOkpBTORl5nwPDltOkxm9O/XHY6v8tXKH2Xb8H5clOxYhni428RF3cTL2+PtLhmfJPKuvX7eLZDfVP2JCYmsW/vMRo0rGU6TVb5JisdK8qeVe2nVf33sQP7adDED4D6vs04cmBf2rXSD5c37s2Tl9y5c6eFz3l3HK9268ipY+nPtKr8mWknlILeY76i0+AVnL0QBVjTL1jlG6vqlBmdUqUKZ9Kzqu1zuhwD7h4elChVkrO//p5uj4l+Ks03m47wbJtalqUrO/PJ1TFJiRJFLBn3JSUlc/bcVQa88SFtOo3n9M9G/bNiHOpsfSpfqTJxMTEk3r5NAXf3u9ImCP8mZPJVEIS/Gw8Bf2C8nt8amAg0BzY4iOsNLAUWAl2AK8AqpVQI0AwYaNNpBnyYepNSKhewHugDhAAdgW+B94FJmKcX0B5406ZdDlijlMpju94FuARsBJ62/b17P9Ho6Di8vD2NBPt4EhWdPil0586dtP9rnT4f/Hz3QDq2G4hf8/QVq/ciV670wVfqQMxRGEBUTALengUA8PEqQFRMwj21jfhuaZ9TUu4QFRWPt7cxSPPx9iAqOj49flRc2rXU+On/T2HStM94NaCNLa7zOrPmrmXQgA6ZbbRAJyY6Gi8vLwC8vL2JiY65p1+ywllbihb15rffrxAff4uI7Ue5ERVvyp7xUyaybusGBr71Bu+MHGfaHoDPV4wgYuNkOravR/C0z0zr2PvY2bowdcZQIr5bTOCwlxkxfKYpDYDLl//k1E+/Zdp2wApbwPn6lEpKyh0mzdrAqy/5GjpW1anYW3h75jfS5elGVOwth8+evHAH/bs/lRaWlJTC8Z8v82T1h0zZ46gcm0lTYmISjZsHMThwAQ3qVTXiOunja9fjOHoykvnTexEy4TmCgleZKjcA48bM5fWBL6R9dlanY+dmPF23Jw2e6sFrA5/PkH5z+X3lShRKQbFiPqbsWbZkHS+82C5TGrPLN1npWFH2rGo/req/Y2Oi8LDZ4+ntTWx05pWHAHMmTaBHvwEA9HhlACu3fMeoGTOZNmqYaXuyLH8m2on3Aluzc2k/hvdpxLD3Nxo6FvQLVvnGqjplVicjVrV9ZsYlVy9f4edTP2fadsBsP3XlWgxKKYoV8bIsXdmZT66OSbLCWVuuXYvh6PHfmf/BQEKmBhA0OgywZhzqbH1q1q4jg3p0pcszdWjX/fm74grCvwmZfBUE4W+F1nqH1nqU1nqN1noHsBzoCzRQStW2i+4FDNBaL9Jaf4sx2Zof6AB01lqv11ovwjY5q5RKXfbQDmgEDNRah2itN2mt3wRCgUClVFGT5icBHbTWa7XWXwBvA5WAera0HQJuA9e01ntsf7/cT9Tb25PYmDgAYmLiKejjlXYt46Rorgyr0P73RQjbdy1h/JgPeRAyDgzv3NEOw2Z8tJFm3UJY/c1hYuJuGvbE3aRghkGhI3y8CxATZ3wxm/HRRo6d+J3V6/YQYxu8x8QmUNAnfUWNj49H2jUg04qmwBGLeKlnM75cs5tmrUc5rRMVFUfk+as89mg5ABYu3mSJDhgD3dhYY+AdFxuLt4/3Pf1iz0cz55qyJXfu3Iwd+Tztu7zD+m8PUOWRh0zZU6iwsVKpfsMGXLl8xbQ9AIULG2W0S6cGrP9mv2U+drYuFC5sfMlq2Kg2ly9dM6UxacqbvPziSEKmh/F0htV+rtoyM2SpqfqUSuA7n/PScw34csMPpvMJMtcpv4DFrI44SUycsUI+Nv42Bb3SfzhJZVjIRnp1qEWlsumrtbYd+J0mT5XnvbCdLpfjiZP/y7U/Y0ylKV++vHwXPo3PlgfxYu/3zLVZXgV4tEopihXx4rGqD/HnjXhT7fDc2SupVr0CDRuld13O6kwJ/oQfjn7OoWNfMCX4E6PcuJDfa77eSyfbyi9n7UlOTmbL5t20bvNMJn9ll2/sdcz6xlEb6mr76UqaHPXfnl4+xNvsiY+Nwcsn80rDFR9/SMUq1ajdoKGRzkJG3Xy44iOZ4llR/sy2E4V9jHrXqPbDHPzxgmX9gqu+WTJ3liV1asbML13SAdi42Xx7nrHtG/+usUWEs+V4TPB4Xuvdnw9DZlO3QT1jHOBCP7Vm4xE6ta5ljB9dTFfHdnVp0W5MtuWTFWMSe2aGLKV18/5O2+Lj48Gj1cpSrJgPjz1ajj9tbxi5Og4F5+vTnODxLNkQzto9h1n3v5XcTHiwiXlB+Ccik6+CIPytUErlU0qNUkr9pJS6iTGhmXqaQ1W76PG2CdpUfrL9u0VrnWIXngcoZfvsC9wBVtrpLQfyYaxINcNmrXVShs/HbP+WcxQ5K5RS/ZVSB5RSB65du0H9Bo8TsdV4dSgifC916z+eFrdQYW8iIy9z4cLVtFcCb99OBMDT0x0PjwIP9MzomNsUL+5B0aLuxMcnOgx7+/XWRKwKZP70Fwnfabh6265T1H2i/D21Pdzzc/NWInHxt2jydBV6/KcJ8+e8TrjtIKZt249Rt07l9Pgebkb8uJvs23+a6tXKAhAatgmlFP4v+vH20K5EbJzstM6p0+c5/fMF2nYaz+bwwxw89IslOkGD36ZOvafYuc0oqt9F7KBOvfRVgQ/C60MHmbIFoFOH+mzbNIXOHRvQ6JlHAZy2JzbGGGyfOX0GHx8fl+xJ/aKwa/dJ/JrWtMTHgwdOdrouxNi+FJ0+9Ts+BY0vRc5q1H+6Jt9uWcDwkQFUrVYhLa6rtgwN9DdVnwBCV+406sJzTxv10mQ+2depraF9mDemI1v3GQfIRez/jbqPlc787K8OohT4d3wiU/jqrSfp7FedYb0buVyO3x3fi+FvdXVaQ2tNUlIyAN7e7jxeo7wpH7u758PT3Y2EhETOX7yBt5eb0/m9ZfNu9uw5wohR/TJpO6uTP39e3N3d8PAoQGJislFuTPoXYM26vXTplN7FOWPP5cvX+ePcJTq1H8R/V25g3Oi53LgRk22+sddxxTf2bair7afZNGXVf9esW499O7YBsHfHNmrWqZt2bXdEOEf27+WVt9IPx4mLNVa83fjzGsnJyabtcVT+zLYTqT/Cnvr9Go9VKm5JvzDp7SEu++blQUMsqVNmxyUZad3ySVMa9m1fgQLGqmRny/FT9evyxTerGTx8KJWrVjbGASb7KYA13x6mS5vapvupjOkaOKADLfyeyLZ8si97rw2e53R9smdooD8bwxc4bYu7e348Pd1ISLjN+fN/4u1lTIa7Og4F59ua3Llz4+XjQ958+Ww/0iXZSwrCv4Y8948iCIKQo5gCvIGx3cD3QCxQBvgSsF9aEZXxg9Y60fZL8w27eIm2f1PvLwxc11on2sW7lOG6Ga7bfU7dYPXuJSH3QGu9AFgA8GSdR3XtJ6vj5paPFk0DqFmrKmXLlWTalFCCRgYwZtwA/HuOBGDmnCAAXuo5guioOFJSUpgYPChNN0/uXHwwqz1VKhfhw9kdWRB6gNq1ShEadpCPP9nP1GBjw/6pM4z5bPswX9tBrh1b1uLL9WE0fnY6bZvXoFQJHw4f/4ODR88S0LMRk2Zv4NOv9qE1XLgcxbi3OjBqcDtavTALt/x5CVscRKmShfiy/2waNw+ibes6lCpVmMNHfuXgoTME9G7FqOHP0arDONzc8hH2yRAABg6ZT72nqtCs9Sh8G9XgnbE96di+nlM65coW4/ttRkL69J/F6KD/GGlyUaf/8ClUqFSR/Pnz07llBx6rWYPSZUoze/r7vDn8LVYuWc6SBYuJuhFFVFQUU2ZOdxhmxhaAN976mB9PnuPhssX5cPYAooGatWs5Zc/AvgOIjopCKcXUWemn9pqxp3nbMRQokA83t7ws/niIJT4eNnowlR4p61Rd6OM/hqgbxmuPs+ca15ytT9OmhBIRvpfCRQrywUfppwc7q+PIFrP1aeCoT6n3RHmadQvBt0Fl3pn0qql8sq9TE56vTkffqvTZ8iO+vUNp26gypYp5cfinixw8eYGALnUYNHk99WqUxi9gMb51HmbC635ordlz9A8+GJn+OroV5ThPntxOady+nUTbZyeglEIpmDtzgGkfjx7SjjY9Z5OcksKc4Beo4WR+Bw6ZgZeXB21avErlKg8zd95oU+XmlVe74+fbF4C+/bq45N+YmASiouMoVzZ9C3Rn7Cldujg79ywDIHjixzR85gkKFfKmUCHvbPFNVjqWtKFu1rSfVvXf1Ws+QT43N/p2bEWVGjUpWbosC2fOoN/Qt5k2ahgeXt680qUd5StVZkzIHGZNGMOZn37kzp07DB470bQ9WZY/E+1Er1GriIq5hVLw4egOpvLKvl/oOuh9ylWsZIlvrKpTZnQmTfuMTz/bbrRBF68z8u3ulrR9zo4DZk9/n+8idlCocCGmzQlJT5OJNjQm9iZR0TcpV6awad84StcjlUplSz45Gj+WqeZcfQpbtJoF8z/nxo0Yom7EMOuDEabLzOig52nTaTzJySnMCelvKr8dhTnb1vR+YygDundCKcUzzVvh5Z31/r+C8E9H3W+PEUEQhJyEUuo88I3Wul+GsGbAVqCP1jrMFhYGtNBal7G7XwOTtNZjMoT1BhYDlbXWZ5RS04FAoEDGCVilVFMgAuiktV6nlHoB+BSoqrU+nSHeB8AgrXXGw7kcPbc88Jud3b8DO7XWvR7EH0/WeVTv2uv66aHPPLPHZY2Dqy36Pa9gqfvH+ZtxSZtdLJ2Zkmr3/SM9ADnNHiu4lbf0/SP9zXC7esAaIYvqlD596P6RHgBVxX6HmGwk6uL94zwAt4o5v4Lor8It6fz9Iz0A/8g6ZZFvrGpDC+Y7d/9I9+HUjSr3j/QAVC10+v6RHoD8J762RMeKduJIXDMLLIFanhGW6OQkLBsHRH9pic4/cexnVRuak9qty/FOrRfJktrFvQ5qrXNOxyk8MO4eD+tqNYKy24x7cmjfwBxZvmTbAUEQ/m64Y2w1kJE+Fj9jO0b7+Jxd+IsYq2RTZ5zO2v6tkRrBdnhWKxeefRt4sL0ABEEQBEEQBEEQBEHI0ci2A4Ig/N34FnhZKXUMOAN0BRpa/IxvgJ3AfKVUMeAExiFc/YApWutrtnj7gV+AGUqpXBgTp69jHOpllh+BxkqpDhjbHFzTWv/ugp4gCIIgCIIgCIIgCNmErHwVBOHvxhvAWmAS8D/AC+hh5QO01neA9sASIAhYb/v8FjA6Q7xk4FngDyAM+BDYbPu/WUYCp4DPMCZ3J7igJQiCIAiCIAiCIAhCNiIrXwVB+FthW3X6goNLyi5e7yzuVw7CwrCbMNVaxwCDbH/3sucE0NTBpQkP8Nzfudvun4DG93qmIAiCIAiCIAiCIAh/D2TyVRAEQbDksKw6nZMtsAQOrrbmABx95ZIlOlYc+mHVwVRWHd5QMiln2WMFVh1IkZOw6hAnq3yTkw7KsqzsFctZB6LkJHLSwV05yRawrg29awd7E9TytMg3WOOb2491sETHCqw6KCsn9XVgTX2wbFySw/opK8hpB2XlpHarpKcFhgjCvxTZdkAQBEEQBEEQBEEQBEEQBOEvQCZfBUEQBEEQBEEQBEEQBEEQ/gJk8lUQBEEQBEEQBEEQBEEQhH88Sqk2SqlTSqkzSqkRDq4/rJQKV0odVUptU0qVcfWZMvkqCIIgCIIgCIIgCIIgCMI/GqVUbuBDoC3wKNBDKfWoXbT3gKVa65rARGCKq8+VyVcnsM147/x/fubvSqnl94kzQSml/79s+jejlBqilOr6F+iWt+VjRZP3F7Td/6TVtlmNUqqpUkorpVpkty3OopTKrZQappTaqpS6rJSKVUr9oJQKUErd1Z4qpR5TSm1SSsUppf5USi1WShV2EK+sUuoLpVS0UipGKfWlUqrc/0+qBEEQBEEQBEEQBOFfQT3gjNb6V611IvBf4Fm7OI8CW23/j3Bw3Wlk8vWfwULg6ew24l/CEMDyyVegPDAeMDX5ChS03Z/jJ1//5hQAxgDHgf5AZ4zG+BNgWsaISqmHgG22e7oDA4EWwNcZJ2qVUu4YDXs14GXgJaAyEKGU8nhQw4YHhtCiaQDDhs7IFH7i+BmaN+mLn29fjh39OS385s1blC/Tiq3he9PCkpNT8H9jEY2fnc7UD7696xmvj1xJ8RqBLFyR/hvU1p0/0bDjVPy6h5CYeAOAokXdWbHkOXbv6E/u3CqTRqWKhQld0IVFC7pQ+ZEiWYaZseVs5J909J+LX/cQQlfuTNcZvQrf3qFMW/TdXTqdBq+gSZ9QWvYPI/JyNACTP9lOmZbvMXZueGbfBLxP4+ZBTH3vi7t0tm47QsOmb+PXZjSRkdeyDDOjA3Dx4nXcC3fnlzN/AM7l97ChM2jl9wq+Df3ZveuwS2l6/c15FC/Xi4WLN6XFc8aW/n3H49vQn9bN+/O/T7/JFN8ZnWlTQqlYrjUTxn2UKa6r/j3zywXTOs1aj6Jpq5E0az2KrduOWGKPmfwe9Nok/Hz70rxJ5jqfnb6xSqdTt3fxbTGCFu3GEBl52Wnf+L84ktbN+9O0UW/q1+mRKf7fvfzZ182cZIuz/rWyDDuyxVl7rMxvR/aY0Tl77godu07Er81oQsM2ZZtvshpjWNFHOatjZT7Z+9cqW5zVsbIuWDUmeb7XNJq2Gknj5kGcOh3pdJquX4+mV48g2rZ8lWlTQjPFt6Ldcr1vSdfNrrGWI3usqJdW2WJVuRGEbKQ08EeGz5G2sIwcIX3epwvgpZQq4spDZfL1H4DWOlJrvSe77RCEfwE3gYpa68Fa6zVa63CtdSAQBryhlCqQIe7bQF6go9b6W631f4EXMX4o6Zwh3isYk+6dtdartdZrgE7Aw8CrD2LUoR9OEheXwJZtoSQmJnFg/4m0axMnzGPJ8sks+3QqEyfMSwsPC11NjRqPZNJZu+kIVR8pyXdrhrNr/xkuXYnOdH3skPZMH9stU1jwrPVs/HQIU0Z15fIF4wtKTMxtBgxay7Hjl++y9bVX6zFqzGaCRm/itVfrZRlmxpYxU1ezaObLbP0ikICejQyd7aeoVr4oO8IC2HnoHJeuxWa6Z3ZQO7YvDmB4n8bMWr4bgICudVg2ObP22q/3UrVKGb4Ln8au73/k0qUbmf0w9TM2rnuHKRP9mWIbiDoKM6MDMOvDtdSvWwVwPr+nTB/Cpq2fsPzTaUyftsilNI0d8TzTJ/VJi2Om7C1eOomN4Qt4vkdb0zq9+3Zm8dJg7LHCv67obNkQTMTGyfg1rWWZPc76Ztjw3mzdsYiPF05gcvCCHOMbK3Rmh7zCji1TCQrsxtzZK5z2zdIVU9gYvoChw/xp275xWtx/Qvmzr5s5yZbsLMP2tpixx8r8dmSPGZ0xE5ax6OM32frtJAJ6t8o23zgKs6qPys58svevVbZkZ12wakyyfHEg2zZNIXjCS8z56Gun0zT53QWMHT+AbzZ/TNDIAJfzCjK3W672LTPnrjGVV1aOteztsaJeWukbK8qN8Pcld/7ceFQomKP/gKJKqQMZ/vqbSOowoIlS6hDQBDgPpLjiO5l8tUMpVUsp9ZXtFeGbtk14R9rFaWF71ThBKXVcKdUlC521SqkbNp1dSqnGDuI1UUpttr1uHK+UOqKUCrCPlyF+bqXUAturyS1sYXdtO2B7rTtYKTVYKfWb7fXo7UqpxxzoBSulLtrSs1UpVc12/wQn/FZMKfWxUuq0TecPpdRKpZT9LwgP6uMuNp/F2dK6TynVKcN1b6XUXKXUBaXUbZvGUKWUyhCnty0d5e20TflLKfU7xoTYi7b4WikV9oD+KamUWpLB3otKqa+VUsWVUk0xVk8CbM6g3dR27wu2fLlq88chpdTLGbTLA7/ZPn6S4f7eqXY7stM+j5VSVWz5ckUpdUspdU4p9blSKs+DpNGm8Y6tbsQopa7Z7G6QRXQfpVSYrY7EKKVWKLtfk+6Xzza/JiulBjuwZbhSKkkpVSxDWFel1B5bGY2ype+BX+/XWqdora87uLQfyA8UzRDWCVivtY7KcP8O4ByZX1voBOzRWp/JEO83YBcP+HrDvr3HaN6iPgB+zeuzb8/RtGtRN2IpU7YkpUsXJzrKmHhMTExi395jNGhYK5POnoO/0dK3OgBNG1Zl36HfM10vVcIn0+eEhEQKuOXDy9ON+k9W4NbNizb9FGJjbzu01dsrP5evxHH1ajxenvmyDHPWlqSkFM5GXmfA8OW06TGb078YE797j0bSokElAJrVLc++4+cz3VehdCEA8ubJRe5cRpdYoognmdfrwp79p2jp94RhT5PH2XfgdAY/3Db84OVO/XpV+fHkOYdhZnQArl2LISYmgfIPFwecz++8efMCEBeXwOM10ydVzNhSqlTmXTOctQWl6NdnHN06D+Hc2YumdUqUKEKG5t6lNNn716xOrlyKlu3H0sN/Btevx1pmj7O+KV/B6Hbz5s1D7tzpw7zs9I1VOhXKl8yQttzOlz8b61Zv49nOzdI+/xPKn33dzEm2ZGcZtrfFjD1W5rcje5zVSUpK5uy5qwx440PadBrP6Z/PZ5tvHIVZ1UdlVz458q9VtmRXXbByTJI3bx5bft2kZo3yTqfpxxO/MGPqYtq06M/e3elxzdpj32653rfkMpVXVo617O2xol5a6Rsryo0g/MVc01o/leFvgd3180DZDJ/L2MLS0Fpf0Fp31VrXBkbbwqJwAZl8zYBSqh6wG6gEDAXaA+9jZEYqlYDZtvCuwEXgc6XUIxl0ngS+BwpjrGrrBvwJbFFK1ckQ71kgHMiHscLtWWARxgSfI/sKAKts8ZpqrbfcJ0m9bGl4E+gDlAPW2E2mvQOMApbadDcBa++j64jCwC1gJNAGY9VfZWCXUsotQxru62Ol1BvAl8AVjNewnwO+wng1H2W8sr3elqYQoCPwrU1nkgnbU7mfv7oAl4CNGKsXnwbefUDtZbb4bwMtgcEYy9vdgR8wXknHFp6q/YMtrCLwBcaqyc7AOmChUmqA7fpF0pfET8lw//oHtC2V9RjL7V8DWgMjgNs4106UBmZilKXeGHm4Qyn1uIO4swAN9MBo0DphpBN4sHzWWl8CtmDknT0vAd9qra/a9AZg1J8fMbYBeBWoAWxXSnk5kUZHNAGiMPIita5WwNiewJ4TGHvIpPLYA8bLkujoOLy8PQHw9vEkKjp9oHXnzp20/2tt/OawbMk6Xnix3V06UTEJeHsai3d9vAoQFZNwz+ca8dOqN1rfuUdsg1y50r+MpH4xcRTmrC3Xrsdx9GQk86f3ImTCcwQFrzJ0Ym/h7ZkfAG9PN6Jib911b0rKHSYv3EH/7k9lqR8VFY+3t7thj7cHUdHxGa7FpV1L1XMUZkYHYNbctQwa0CEt3Nn8Bni+eyAd2w3Er3k902lyhLO2TJ0xlIjvFhM47GVGDJ/pUpocYYV/zep8vmIEERsn07F9PYKnfWaZPWZ9M27MXF4f+EKO8I1VOsb/U5g07TMCXulqyjdJSUkcP36G2k9WTwv7J5S/nGxLdpZhK+2xxyp7nNW5di2Go8d/Z/4HAwmZGkDQ6LBs842jMKv6qOzKJ0f+tcqW7KoLVo5JEhOTaNw8iMGBC2hQr6rTadqz+yjDgvqwZMUURo2YlSmdVrRbrvYtrwa0AbJ/rJXRHivqpZW+saLcCEI2sx+orJSqoJTKB7yA3RyYUqqoSt8qcCTGPJ1LyORrZt7DmCRtoLVeqrXeqrX+WGs9MEOcohivBy/XWn+LMSGmgP9kiDMDY3Wbn9b6C631BoyJu1+BsQC2lXuzgcNAM631f7XWW7TWs7XW4+wNU0oVAjYDjwMNtdY/2MdxQBLQQWu9Vmv9BcbEXyWMDYZTNYcA87XWQVrrzVrrqcD8B/JWBrTWp7TWb2qtV9lW932OMSH4MMYpcqnc08dKKW9gMvCV1rqLTW+j1nqK1nqOTaMd0AgYqLUO0Vpv0lq/CYQCgUqpjKsPneGe/tJaH8KYjLymtd5j+/vlAbWfBuZqrVdorXdorT/XWg/QWv+utY7BmBAEOJlBO8b23Mla64+01psw9gadiPGa+2u267eBQ7b7f81w/9UHTbjNZ48AwTafb9dar9Ra97JtQv1AaK37aa2Xaa0jgG8wJkV/A/o5iH5Ca93H9kr+B8AAoKlSqrnt+oPm8zKgrlIqrSdXSj2BMbG6zPbZE2NP1sVa675a6w1a6//ZnlEayHK1+f1QSrXGqP/vaa2TbcGFMNqFGw5uuY7xY0Uqhe8Rr1AWz+yvbK9RXLt2A29vT2Jj4gCIiYmnoI9Xxrhp/8+VKxfJycls2byb1m2eSQufGbKUZt1CWP3NYWLibho6cTcpmGHw5Agf7wLExKVPZjo4c+wuMg4C79zRd4UtCfvInC1eBXi0SimKFfHisaoPceTHSPwCFrM64iQxccYq3Nj42xT0crvr3mEhG+nVoRaVyt69Cui9sJ00az2K1ev2EGObAI6JTaCgT/p2vD4+HmnXAHLnznVX2IWLf5rSiYqKI/L8VR57NH2BtjP5ncr/vghh+64ljB/zoZHfJmxxhLO2FC5srFhu2Kg2ly9dM61jj9k02ft34eJNpn1TuLBhc5dODVj/zf5sze+5s1dSrXoFGjaqne2+sdLHAIEjFvFSz2ZUrFTWlG92bD+Ib5O038FN+zgj2e3jjGzc/EOOsSWV7CrDWZFd+W3PjJlfmu5fHq1WlmLFfNiw8QARO45lm28chbnaR5m1xR6z+ZTRv489Wo4/r8e6bIsrabKvC62b98+2MfFAKoIAACAASURBVAlAvnx5+S58Gp8tD2L8uyucTlPlyuWoVr0CJUoUSQuzog09fuIsvfqEuNy3VKpYCsj+sVZGe1ytl2bLjb0tX67ZbVm5EYTsxPadfRDGorqTwGda6xNKqYkq/W3rpsAppdRpoASuLfIDZPI1DWUcevMMsEJrfa8lVj9rrdN2rtZaX8FY3VfOplMAYxXc58AdpVQe28pJhbFCz9d2a1WMicmF+v7LxR4CdmKskmzoxITfZq11UobPx2z/pn6rexzwsNmakbt3zn4AlFKvKWPbhDggGWMCGoy0PqiPGwKegP3S8Iz4AneAlXbhyzFWEZs9fOx+/nKF/cDbSqk3lVKPK+XgXaQsUEpVVkp9qpQ6jzFBnIQxmWnlz4Z/Yvw4MFUp9YpSqrIZEWVsyRGhlPoTowwkAVVwbOtndp8/x8jX1Px70Hz+CojDWOmayktANOm/YD0NeAMrUuukrV7+AfxEer10CqXUo8CnGNtGTLtPdMvQWi9IfY2iaNFC1G/wOBFb9wMQEb6XuvXTFxoXKuxNZORlLly4ipe3B5cvX+ePc5fo1H4Q/125gXGj59K7b2ciVgUyf/qLhO/8CYBtu05R94ny97TDwz0/N28lEhd/i32HfsOtQMn72h4dc5vixT0oWtSd+PjEu8K6dgswZYu7ez483d1ISEjk/MUbPFqlFFtD+zBvTEe27vvV8M3+36j7WOadUEK/OohS4N/xCYe6w3o3ImLjZObPeZ1w2yFK27Yfo26d9Cri4eFm+CHuJvv2n6Z6tbJ3hbVq8aQpnVOnz3P65wu07TSezeGHGTxwslP5DXD7tuFnT093PDwKMDTQ35QtjnDWlhjbl4fTp37Hp6CXaR17zKbJ3r8HD/1i2jepXzZ27T6JX9Oa2ZbfWzbvZs+eI4wY1S9H+MZKH4eGbUIphf+LfqbLzdrVEXTKsOWAWZ2MZLePM9K6pTVtjRW2mPWvVWU4K7Irv+15e2hXUzru7vnx9HQjIeE2Pf/ThEZPP5ptvnEU5mofZdYWe8zmU0b/nj//J95e7i7bYjZNjurCxvAF2TYm0VqTlGSsM/D2dqdAgfxOp+mRKuW4ePEq8fE3SU5OcSmvMrZbFy/dwMvL3ZK+xUxeWTnWcrWvsw8zW27sbTHbZjkqN4KQ3dgWY1XRWlfSWqe+VTtOa73W9v8vtNaVbXH62Ra8ucQD7+X4L6AQxmT0/Y7fc7Tf420gdTlVYSA3xgrXsY4EbMuXU/e2fJDj/mra4o/QWt99gs2D25paYFJtLWX794pdPGeeAaRtFTAH45XwtzFW8uUC9mR43oP4+EH8Uhi47mBF5qUM181wP3+5wvPAeGA4xuv2F5VS8zFWmmY5+W5bsbkZSMDYBuAXIBFj1WtfC+wCQGutlVItgQkYWxcUUUr9BszQWs+7583ptj4JbMD4BSkA4xX8FGAhjn2YqZxprROVUjdIP2nwgfJZa52glFqFsRfvWIwy1gP4XGuduiwzdQO7rLbqcLTy9J4opSpi5M1vQJcMq17B2IJA43jlamEyl7Ub94j3QHbVfrI6bm75aNE0gJq1qlK2XEmmTQklaGQAY8YNwL+nsaXyzDlBlC5dnJ17lgEQPPFjGj7zBIUKecNV6NiyFl+uD6Pxs9Np27wGpUr4cPj4Hxw8epaAno2YNHsDn361D63hwuUoxr3VgVGD29HqhVm45c/7f+ydd3hURdfAf4cIQiChg/mQqoAFQUVpL4TQQbpdQYoUERtI70HpSAngKyBBEBFfCyLYqAlIb0oRBAuISIcUEiAkYb4/5m6y2ewmu3evJsr9PQ9P2Llzz845M3Pv3XPPnKF0iPZ/3xKQh9kzW1OlcnHejmjL/MjdPFAjhMhFe5j37i4mjWsOwKSpmwAylYVONdeWEf0eoeWzEaSkpjJrnF6e1za0Kt3XHSK0WySt6lcmpGQQP/x0mj2HT9GjY01envAVtaqVoXGP9witWZ7wvo2J/HwPcz/exaW4q8TEX+XtRQ/QtnUtlveOoEGTIbRqUZOQkGL8sO839nz/Cz26NWf44Cdo3mY0+fPnY9G7/QDclvkqp1zZkmyN1jvbdu89k4EjXuWOO8t63d8Azz07lLjYBFJTU3lj3Mtp48aMTuMnf8yyjzdqu5++xOAxA3xqS/cuI4mNiUdEiJiTnurblzEMsGjhCubP/YSYmHhiY+KZOXuoJfYdMeRJ07Zp0mokBQrkI3/+vLw3L+f6e0C/qQQFFaRl0xeoXKU8c94ZkaO2sdLGL/WbS62HqtCoxXDqNazLqDF9fLKNUood2w+kff43jT/XuTls0OO5pi2+XiesGsOe2pJT/e2uPaOHP21KzoghT9Gy3RhSUlKZNa03NapXzBHbuCvzVYane1RO9pOrfatZ1BZfdbJyLljxTJKUlEyr9uGICCIwZ0YfKt7n+5jp1nkEV69eY/iojHvgWHENLV+ulF/3ltD61Rj2xiDLxrG/9zpHe/ydl1a1ZeyoZy0ZN//79DtsbG42JLvcNDcLRlTmZWCKUmqYhzrRwC1Kqfou5ceBaKVUNxEpCMQDb6PzqGZCKbXbWCL9E9BHKTUvi3YdR0e97kNH1vVXSkW41AkHxiilnDebUsB4pdRIp7IKaEdRd6XUIhEJBTai0yNEOdUrB/wOjFVKhXtqm0sbtgBXlVJNncoqoqMpxyqlwr20cQt0Xs+WSqnVHupMAQYABZwdc5K+cVU7pdQqEXkaHZVYVSl11KnebOBlX+1llB0HNiul3OUY9Qqj77uic4f0VUq949T2Zsopl6/hEF0DNFBKbXYqXwx0cejg1NZeSqkFLt/3E7BXKfWsU1lx4AJu+tiIyq2BDsXvATyilPrGC73Go/P4FnaOIBaR34FjSqkw47ND1x5KqYVO9fIBV9FjeZy3/WyUNSE9srwA2gHcUOkUGIhIS3QahG7oXKquXFZKHclOR6c23A58h85z3EApdcFNnd+Ara5jxRhDG5VSXY3PG4B8bq4r0ehrdMOs2vJgzXvUlh0feNt0j+Q/v9tvGTU7pGRfyQv2rLDmvaA6dyb7Sl4gVR6wRI4VXMubaQ9DU+RP/jP7Sl5gVXuswCqdchO5rb9zE7lp7MG/08ZWYUVf5bZr1r+xv3PbnLKC3DZurCI3jb9/45zKbTrltvZYQZ7AdnuUUp43W7DJtQQVq6Tubz4up5uRJZv/1ylXji877YCBsQx+M9DZSB1gVk4i2ilTA+3w2u36z6h6FDgO9PRmCbpSaiowEJgpIv3Nts+FA0AiekMrZ1w/e0Mgeom5M92dP3hp463oJeS9PRwH7TDO46adndBRoduMz78bf6s5KhhLzZtnITs7ktDOPdMonR93ODqq0dE2R5Stq2xHoktnZ2ZR9IZWru1ydz5oO1RzKWudRfuUUuoH4HWjyPVcTwSiI13T3uiISGM8p2140uXzE+h+dfSft/0M2hl7Ep1u4Dn03HJ+pboV7fi/092c9NHxWpL0CNpm7hyvBiuB1iJS2Onc+uh0Iytd6tUxImkd9SqgU3SY2fzOxsbGxsbGxsbGxsbGxsYml2CnHcjIQLTDZ5uITEM7cyoB9yulXvFBzuvAJmC1iESil1+XAB4EApRSQ41l3v2A5cAGYwn6eeBuoJRSaoyrUKXUdBFJBWaISB6l1DTzqoJSKkZEZgLDReQy2qH0IOmbD2W/dXk63wJDRGQ4sBNojN5R3pUsbayUuiwiw4DZxlLypWin2f3ANaU3ZvoG7cSdazjCfkRvnNQTmOjkDNuFXqY/1Uj1kAT0BfxJNHMIaCAibdDL3y8opY5ndYLhfFtn6PIT2pHaHr3UfI1R7Sg6R+rzInLJaOsRtNMwHnhbRMagc/SOREetFnb6mrPovK1Pi8h+tFP9mFLqIvARsFBEZgBfol8MdHNpY3X0BnD/A35Bp87oZrRpg5e2+Ra9gdsiEXkPnet1FODpNeu9Rr2PjLrj0RHk643j3vYzSqkbIrIUeAHIC8xQTmH9Sql4ERmEtmNJQ3YcOsVBQ+N7XXPLZsJ4abAaqIBO+3C7EQXr4JAyNkpDb7zXGVgpIhPR/TUF2IHOU+vgXXSU8RciMhLtvH4TnY/WY1S8jY2NjY2NjY2NjY2NjY1N7seOfHVCKbULHW32BzAbnb9yEN7lZXWWsxd4GO0Mm4V2sEWgN7ja5FTvC6CZ8TESHeXWGx2150l2BPAK2qE42Jd2eWAMOsdnV+P7W5HumIvzQc4baEdRf7RjqTrQwrWSNzZWSs1BRzvejnZYfoZ25B4zjt9AR24uBoYAXxmfXwdGOMlJQTs5/wAWoVNBrDX+b5ZhaKfox2jnbrgX51wD9gK90JuZfY7eAKqTMQYwnKQvox2jGw3ZNZVS54GOaGfop+i+WoDedCoNwyY90Q7ddcb5bY3Di9H9/CiwCt0vHV3aeAa9Qdrr6HGwDL3RWxul1B4vdMRIE/Equn+/RDsnu6Cdue54Db0R3f+ACcY5aVGu3vazE0uAImgH9RI37ZsHtENv/rUEPfbC0S+hfvBGR/ROhw+gHfhL0dG3zv8edPq+P4FG6Cjdz4C56Ajd1s55fo1o+cZoB/wSQ+4xdDqQBC/bZWNjY2NjY2NjY2NjY2Njkwuxc77aZEJEHkfvPB+qlLKzYdvY5GLsnK+esXO+eia35SGzgtyUy8wqclt/5yZy09iDf6eNrcLO+frPILfNKSvIbePGKnLT+Ps3zqncplNua48V2Dlf/7nYOV/NY6cduMkRkdroaMId6AjNmsBQYDt6ybeNjU0uJo9KtuZhqkiI3yL2rDjtfzuwzom7vdtBS+TkzUXOV6vITT8kc9OPAchdP3KseCkCcK1k7nr+tMQ2uexHrVXktvbkFnLTvLSS3NTftm3+eqyy8RlV128ZRfKdsKAl1t2nrHgOtYojMVUskVMjxRrb5C9iiRiIteA5PRf1k43NPw3b+WqTgN4h/iUgGDiHXlI/zJEz09ikKitS1U0cQn0z2EdEAtApAjxxw3kp/T8RIy9wVqlYlFIq9e9qj42NjY2NjY2NjY2NjY2NzT8fO+frTY5S6kelVJhSqrhSKq9SqoxSqo9SKgbSdl1PzuZfwxxpfC7gJrLPr2St4+ica5pljCZrHX/NuabZ2NjY2NjY2NjY2NjY2Nj8E7EjX22y4xR687CsOPJ3NCSXcrPYpy16kylPnPq7GvIXMh+96Zcnkv6uhtjY2NjY2NjY2NjY2NjY2Pw7sJ2vuQARiQZuUUrV/xu/8ziwWSnVOYs64cAYpVRWy81vapRS1wG/E/qISD/ghFJquf+tyiC3AtANeF8p9ZuJ84sA/YCVSimLkjr53IYKwDGgl1JqgUUyFTBWKRXuKFNKnSKHnMgiUhaYATRDp3dYB/RTSlmTkMvGxsbGxsbGxsbGxsbGxiZHsNMO2GTFAsD/jO423tAPePQvkFsBGANUMnl+EeP8B61qkE1GRCQQ2ADcBXQFngMqA1EiUjAn22ZjY2NjY2NjY2NjY2NjY+MftvPVxiNKqZNKqe053Q4bm385vdDO8Q5KqRVKqS+AdkB54AVvBKSkpNKlx3QaNBnCpLc+zXR8Q/Q+6oUNonHLEZw8eQGAvq+9Q6lynVnw3hq/5LR77E1Cmw6l6SMjOXkqJl3OKwtp0H4Kk2Z/m0lO32EfUqraABYs3ZxW9vvJi7TtMofGj0/j4vmtlCgRyNLFT7BtU28CAjIG399RqRiR8zuycH5HKt9Z3GMZQErqDbov2kGjaRuYuvqnTG1pNiOaptOjaDYjmqgj5wD48VQcjaZtIOytDRw4GWvaNo1aDKdRi+E8WOc1Oj453is57volo+yzAAweMI2mYT0Y2H9qhvN/PPgLTRo+T+PQ5zmw/2cAunQaRosmvQmr343aNZ/JUN8XOS+/OJ7Goc/TpGF6ma8yJk+MpFK5FoSP/m8m3c3Y2LXMqrngq14AV69eo8LtzdmwfodfOv1+4hxtH32Dxi1HEPnhZlPz6akX5hP26Fs0aD+FI7+cMaXT+nXbafifrrRs2psjPx0zJaP382MIrdeFFk16879l32Son1P97a7MV708zQUz7Xmq82TCmg+jQZMhHDl60ue2WDW/s+orK+a4VdcJX+RcuhRH52eG0KrZC0yeGJlWNyfvme7kWDEvfZXjqb/N6BTx9krqhA6kXtggtu34ybQcgNOnLxFY7HF++fWUzzp5mgt+P9sYZVbcE8y2x924GTN4JB2atWHUwOEZzo+YMp0H7qjG5LET0spGDRzOoy3a0bphC3Zuy9geK+ammfuUuzIr+soq+741aijPt23OlBGDM5w/bsCrdGvdlO5tmnH0x4MAzJ0ygSfD6tKzQyuWvDPbb9u06zKH0A5TafrkdE6eijGl05IPo6gXNohW7cZw5oz553PXtqTJseCZ2MbmZsN2vv5NiEgNEflcRC6KyFUROSIiw1zqNBWRvSJyRUQOikhHD3JWikiMIWeLiDRwU6+hiKwVkTgRSRSRfSLSI4v2BYjIfBGJF5GmRlm4sTzbuZ4SkXEi8qqIHBORyyKyUUTudSNvnIicNvTZICJ3GeeH+2C3kiIyT0SOGnL+EJEPRaSMB9tkZ+OOhs0SDF13ikg7p+PBIjJHRE6JSJIho7+IiFOdboYeFVxkm7KXkQKiPNDJqK9EZJGX9rlNRBY7tfe0iHwpIqVEJAyIMqqudZIdZpz7tNEv5w17fC8iXZ1kV0Av9wd41+n8bo52u2unax+LSBWjX86JyDUROSEin4iIr2lP8onIdEPOFUPPCm6+v7cx3q+JyAURiRSRYtkJF5GWIrLNGDtxIrJCRKo6HR9gfG8+p7LPDH2bOpX1EpEUEQn2Uq92wHal1C+OAqXUMWAL0N4bASu/3EHVKrfz3frJbNl6KO0hy8G4SR+zetVYJr7RhYnGQ9KooU8xZXx3v+VETOvFpnWTGDLgMWa8u07LWbOPqnfexndfDGbLrl84cy4ug5xR/VozZdRjGcpGTlrBwhld2fDpAIqXrEd8fBJ9Xl7JgYNnM+n74gu1GD5yLUNGrOHFF2p5LAP4cv8pqpYOJmpAY7b8eoEzcdcyyfv2tYas7R9Go6qlAAhfdZD3u9dhac+6hH/5o2nbRK2eQNTqCTzXqTGtWz3slRx3/eIs+63J7/H93sMkJFxhXXQk168ns3vXj2l13wh/h8UfTGDJskm8Ef4OAO8vncjq9fPpP7ALrVqn3y58lTNwcDc2bFrIvAXhTBg335SMbs934L33x2XqA7M2di2zai74qhfAosgVVKt2p986jQxfwsJ5r7Hh2/H0eLa+qfn0wZweRC8fyLihHZgVucGUThPHvcvXa+by3pLxjHtjnmm7vPf+eFavn89Tz7Ty2zZW9Le7MivmglmdPnhvANFrJjIu/Dlm/ffLHJvfnvrKijlu1XXCVzkT3pzPqDF9+GbtPIYMS38Ezsl7pqscK+alGTngvr/N6LR4yXq2Rk/hk6VDmTp9uWk5ADPfXknth6uY0snTXPD72WbOF5bdE8y2x3Xc7P9+H4mJiaxY+yXJycn8sOf7tGPPdu3MnIVzM8gcPXEsy1evZN6SBcyeOjOt3Kq5aeY+5a7Mir6ywr6H9//AlcQEFq5aQ/L16/z4/Z60Y91ffZ1FX60jfNY7zHtrYlr562MnsGDFNzz34it+2yZi3NNsWjGIIS+1ZMa763zWKSUllXfmf8136ycxLvw5Jk//zLK2mO0nd8/ENjY3G7bz9W9ARGoB24A7gP5Aa2A6cLtTtTuACKP8UeA08ImI3Okk50FgK1AMHS33GHARWCciNZ3qtQfWA/nQkXPtgYVoB5+79hUAPjPqhSml1mWjUmdDh9eA7kA54AsXZ9pYYDjwviF3DbAyG7nuKAZcA4YBLYFB6CXZW0Qkv5MO2dpYRF4BlgPn0Mu7nwA+Ry/NR0TyAF8ZOk1DbzL1rSHHn1d02dmrI3AGWI1O81AXeNNL2UuM+oPQ+UJfBU4CgcBe4CWj3qtOsvcaZZWAT4FOQAdgFbBARPoYx0+TngphotP5X3nZNgdfAWWAF4EWwFD05lW+Xn+Gofu+O1qvmsAaEcnrqCAik4C30TlT26Ht0hL4RkQCPAkWkZZGOxOAp4y2VgM2Ozn6o4ACQB3jHAHCgKtAYydxjYE9Sql4L/W6FzjopvxH4B5vBGzfdYRmje8HIKzhfezcfTTt2JUrSRTIn4+goEBq16rKocM6jWxISGZ/tBk5FSvcBkDevLcQkEd36fY9x2gWereWU68qO78/nuF7QkoXzvA5OTmV309eos/gD2j5TATXrp7l+vVULl92v8dZcNCtnD2XwPnziQQVyuexDGDHsUs0ubs0AA2rlGTX75cyyMoj0GrWJjpHbudS4nUAYq8kU7ZYIGWKFCDuynXTtnGw6qudtG9TO1s5kLlfXGUfPvQbO3ccoElTLa9xk9rs3L4/rX5szGVuL3sbZcqUIi72csZ2rIimfYdGaZ99lVOhop4KefPeQkBAHlMySpcujtO7rAz4amN3ZVbNBV/1un49mZ07DlCnXg2/dEpOTuH3E+fp88rbtGw3hqO/nvV5PgHkzasvdwmJSVS/53ZTOgEULFiAkJCS/PbrSXMyROjZfTSPdejHid9P+2UbK/rb0xiwYi6Y0ckhAyAh4SrVq1XIsfntqa+smONWXSd8lXPox1+ZOuk9WjbtzY5t6XVz8p7pKseKeWlKjof+NqNThfKlSUpKJjYukWLFgkzLuXAhnvj4K1QoX8q0bSDzXPD72SYgj2X3BLPtcR03e3ftIbRxQwAaNApl945dacdKli6Vaf7kzasflRMTErnnvvR4Gavmppn7lLsyK/rKCvse2L2LOg31o33t0Ebs270z7ViZ8hX0992Sl4CA9J8Ws94czQuPteXIgf0ZZJmxTcVyJQydAgjI47tOFy/Gc3uZ4gQEBFCjekW2GxHpVrQFrHsmtrG52bA33Pp7eAvtJK2jlLpilG1wqVMCCFVK/QwgInvRzq8nAce6kanACaCxsdETIrIa7bgZBXQwHEIRwA9AI6XUDeNctw5VESmKdrqFAPWUUr96oU8y0EYplWzIAPgEqAVsNWT2A+YqpYYY56wVketop6bXKKWOoJ2WjvYGoCMCTwCt0M5TyMbGRhTiBOBzpZRzbtXVTv9/BKgPdFdKLTLK1ojOuzlARKYrpS7gO1naSyn1vYgkARdMpHmoCwxXSi11KvvE8R8ROWT897CrbKXUBKd6eYBo9Dh4Ed13SSLieJX+m5kUFCJSArgTaK+Ucna+f+irLOCyIeeGIfsosBnoAkQaUbCD0BtpveHUBke9tsAKD7LHAb8BrZRSKcZ524CjwADgdfScigEaAZuAGkBRYKZR5iAMWOyDXsUMua5cMuRnS2xsIsHBgQAUDi5IbFyi07GEtGMAqak3Mp3vr5zU1FTGT/6YueOf0HXjrxBcqICWE1SA2PgrZMWFSwnsP3ySn7eO49yFy9Tv+DmVqnjOuJAnT/qDv+NHgLsygNir1wnKr291hQvkTXOmOljWqx7FCubjo10nmPjNIaY+fj83VHoAu+N/Zm1z7lwsIlCyZOFs5bgjs+xU4uISqFhJO9SCCxfi0KH0y/aNG+nfrZz0SE5O5uDBX3jgwbvTyszIARg9cg59X3raLxnudfXNxu7LrJkLvuq1ZPEqnu70CLt2ZnyP4mt7LlyIZ//B4/x8YB7nzscxZMS7lCwR5NN8Arh+PYUmT0zn1Nk4lkf2MaUTwNmzF4mNiU9b3uyrjElT+1OsWGG2bv6eoYNn8OH/ppi2jRX97WkMWDEXzOgE2knTpNVITp2+xPKPhvPF2qM5Mr899ZUVc9yq64SvcrZv28/WnUspWiyYZ58cxPqNC4Gcv2f6oxNknpdm5HjqbzM6hTW8j7vv70tKSipfrxhjWs7MOSt5uU8b3pq53LRt3M0Fv59tZvdl6ef7Lbkn+NMeZ+Lj4ihfQcfUBAUHc+TwEbf1nHn+6a78sHsvsxakpwywam76+tznUY4FfTV52md+2/dyfCxlKlQAoFBwML8eOZypzqzx4TzTU99fn+nVhz6Dh/P7b78w9rW+LFyVnr7ArG1SU28wfubXzJ3SmcnvbvJJpxIlgjl2/ByJidfYuv0wMbGJlrVFf6c1z8Q2NjcbduTrX4zozXT+Ayx1cgq642eH4xVAKXUOHaFZzpBTAGiIdqzdEJFbjMhJx87oocapVdERrgucHK+e+D+0UyoQ7x2vAGsdjkSDA8bfcsbf+4CCODkBDTInhfECEXnRWEaeAKSgHa+gdfXWxvWAQsB8D8dB2/AGmR2DH6CjiM1uPpadvfxhFzBIRF4TkfvEU0iZG0SksogsE5E/0Q7iZKAnhl0t4iLaqTnJWI5f2Q9ZnzqPaaXUFnSUr6NfmqGvaUsd88OYIzvQjttQV4EAhnP9QeB/DserId+x9L+h8fkGsJH0KNfGwH70OH9IRIJE5B7gNtLTPfwlGKkVdovIHwcP/c6KVduJNx6g4i9foUjh9H26ChcumHYMyBCl5WDqjOU0ajHctJwBQxfy3LONWP71Xho9No0V3/xAfMJVLSfhKkWcHsLcUTioAPdUCaFk8SDurfp/pKRk7ZB0/hFw44ZyW3b29FqazYhm5b4/uXxNd2v8tRQKB+bLIKtYQf25fY0y/HhKBys7T6I/Y6/6ZZsvvtxBuza1vbKxW9tkkh1AcHAhLscnaBnxiRQpHJR23PkSkCdPejs2bdxDaMO0BRIApuTMifiQu+6uSL36D5iW4YrZ8edcNnXGcg78eNzvuWDGNikpKaxbu40WLf+TVj5j2vumdbrnrrKULFmYr1fvJmrrEZ/nE0C+fLfw3ReD+Xh+b8ZMXeWzTgDjJ75G107DmDZlEXWN6C1fZRQrpn9g1av/AGfPXPDbNv72t6cx4O9cMKsTQL58eflu/WQ+/mAIY95cmmPz211fNjMnIQAAIABJREFUmbWNK1bIMCOncuVy3HV3RUqXLk6ePHn86idn/L1n+qOTu3lpRo5rf5u1TXz8FZYui+bogbls3/gWT3WeYkpObGwCJ/88z733pD8a+zsX/O1vx7PNHZVC/L4nWNEeZ4KCg7l8WUejJly+THDh7DNdLfxoMV9uXM2k8PTFfP7OzRnT3jf13OfK1P+u9ruvihcPoueLsy2xb6GgwiQa9k28HE9Q4YzOwqXz3qZSlbt4oE49LbeojpwtXyk9zcTiOTP9ss2AsZ9QvFgheg5432edAgICGDXsKVp3HMtX3+4mII9o+/rRlueeqKOf8y14JraxuVmxna9/PUXRdj6ZTb1LbsqSAMfS+mJAADrCNdnl38tAUSN60bHTTHbfB1Advaz5f0qpzIkVvW+rY22wo60hxt9zLvV8+Q4gLVXAf9EO5kfR0aJ1XL7PGxt7Y5diwCVHVLETZ5yOmyE7e/nDU+h0DoPRjsA/RWS0MRY8IiKFgLXo6M2hQAPgYXR6ilstaBcASnvEmgG70akLjorIbyLyoglx7sbPWXRKA4BSxt9fyDxHgkgfA64URfvbTrs5doaM/R4F1DFehjQyPu9Cp8ZoYJQlo19qeEsM7iNcPUXEopSar5R6SClVtto95Zk7qy/ro/cBEL3xAA/XTPdxFyyYn6vXrpOQcJWdu45y911lM8kb1P9RolZPMCUnctEaRIQunRozqG8Loj4bwNwpnVi/WS9xit5yhIfvr5ClAQID81EoMD9Xrlznz9MxBARkPTXi4pMoVaogJUoEkmikCnAtKx3SjLX9w3j7mZpE/aSHzsYj53iofEZTx1/V70W2/naBSiX1w2PRgvk4GXOFU7FXuSck2LRtAL5YtYOO7ep6ZWN3uMq+6+6K1K5zH1Eb9BLDqPU7eLj2fWn1ixYL5uTJs5w6dZ6g4PSH4ZUromjntAwT8FnOurXb2L59H0OH9zQtwx1mx59zWcP61XjmyYZ+zwUzep09e4k/TpyhXeuX+ejDrxk9Yg7dnu9gSqfAwFspVCg/V64k8eyTDalf606f55NSiuTkVACCC+WnQP68PusEULtudb5dN5/Bw3pQ9a6KpmTEGz/qjx45TuEi+kd9/wFdcqy/PY0Bf+eCWZ10X+mXQ8HBgRQocGuOzW93fWVGjjuskGFGzp1VynH69HkSE6+SkpJqup9c8eee6a9O7ualGTmu/W3WNnnyCIGBt5IvX14KFw6kdOkipuQcOfonR38+Rat2Y1i7/gdefPUdv+eCP/3t/Gzjq33d3RNiYuItG38ANWs9xObo7wD4LmoTNWs95Laeg6SkJEN+QQID0x1u/s7N/gO6mHruc2VQ3xZ+99VH7w+2zL7VH67Fzk3RAOzYFE31muk5SrdFrWffrh30ej19I66Ey/rlfczFC6Sk6Gt615f7mbZN5IebtU5ze2kZJnRq16Y20Wsm0qFtHbo+10Tbxo+2dHmirl/9BOnPxDY2Nyt22oG/nhh0NGWmDaJ8JNaQ8zY6j2omlFI3RMQRruDN930L7AMmi8g1pVSEn2104HBilULnrXRQ2oSsp4H1SqkBjgIRqehSxxsbO9vFXX5N0E7SYiKSz8UBe5vTcdCONtDRsM54cu79ZRgR0i8BLxmbQ3VF59s9D7yTxal10RHSDZRSaY5C8W0TrGu42EBEMtlAKfUb0MWIyq2BflnwXxE5rpT6xrV+FrgbP6XR6QBAR9kCNMe90/KimzKMuor0fnbmNjI6z6PQOoca/+YrpVJE5Dt0JGxFYKdSKuvQzYz8iM776so9wCE35Zlo27oWy3tH0KDJEFq1qElISDF+2Pcbe77/hR7dmjN88BM0bzOa/PnzsejdfgCMn/wxyz7eiFJw6vQlRg9/2pScl/rNpdZDVWjUYjihD5Vn7KB2tG1Wg+VfLaJB+ym0alKNkNKF+eHgH+zZ/zs9nq3P+IivWfb5Tv3dZ2MZ/XobRvR7hJbPRpCSmkpImSe4JSAPs2e2pkrl4rwd0Zb5kbt5oEYIkYv2MO/dXUwa1xyASVM3AbgtA2hd/f/4/P1dNJq2gZb3hhBSuAD7/ohl74kYuv+nIi0iNlIgbwC35s3Dgi56o67Rre+lc6TOshHx1IOmbRwff4XYuATKlS3pdV+56xdn2fPem0jZciHkz5+PpmE9qF6jKmXL3cbkiZEMGdaDkaP70OVZvc/gjFk664tSih3bD6R9dvDAg3f7JGdAv6kEBRWkZdMXqFylPHPeGeGzjEULVzB/7ifExMQTGxPPzNlD/RrHrmUhtxX1ey4MHjPAJ73KlCnF5u1LABj3xjzq/ed+ihYNhuTLpnQaMeQpWrYbQ0pKKrPGPkqNe8r6NJ8G921Bq06zENGRS3MmPGOqvydPjCRq/Q6KFS/C7P8ONyWje5eRxMbEIyJEzMmw/2WO9be7MivmghmdkpKSadU+HBFBBObM6EPF+3xri1Xz21NfWTHHrbpO+Cpn5Og+dOs8gqtXrzF8VG+/xp5V90x31xt/56WV/e2rToUKFaBZk/upFzaI1NQbjBr2tCk55cqWZGv0VN223jMZMeRJbr/Lmrng97NN/WoMe2OQ//cEC8df72ER3HrrrXRo1oZ7q1ejzO1liJgyndcGv86Hiz9g8fz3iI2JJTY2lokzptCnSy/i4+JITU1l2NiRls5vwNRzX6ayN3pZ0lcjhz7pt33bvzqPfPnz83zb5lSpVp3bypRlwYyp9Ow/iMnDB1IwKJheHR+hwh2VGTltFjPDR/LLT4e4ceMGr45Ky3xm2jYvDV9Grfsr0OixaYTWqczI8B4+6/TK6/M4dPgE5cuW4u2IPpa1Zez4Fyx7JraxudkQb/Kw2fiHiGxEb25URSl11c3xaOAWpVR9l/LjQLRSqptTPSFjLldXWYJe5n0BqKU8dLAhe7NSqrOIvI7Oxfq6UmqGU51wYIxSSpzKFDBeKTXSqawCcAwjV6qR8/UP4H2lVF+negPQuVnHKqXC3bXLTTu/B84opVo5lb2BjgBOk+OFjYOAU8AapdRjrseNOq2BL4HOzjlUReRddF7RMkqpCyJSF73x2WNKqeVGnVvQTrQqvtrLKDsCHPTUNl8QkUvAMqXUS05tbaeUWuVUpz06/2kdpdQOo6yo0a7CDh1EJARtt1eVUrNdvmc1EKKUqu5U1gWd79RjHxv5d+OAwUqpqV7oU8Fo12GgmlPO1/+gI0x7KqUiReQOdI7W3kqpyGxkKjKOn13o6Nh7lVKpRll54GdgtsP5b8yvs+go4zCgmFIqXkQGojcuKwu8o5QalZ1eTm3ph54XVQxHtUPnn4GhSqks8yQ/9GBltWvLdG+/7q8l1l3wsO/U7JCSfSUv2N4t2hI5ebs9Z4kcK7iW19/3eLmP/Ml/5nQTMmCVjS3Ry6I5da1k1lFRfze5qc9zVX/z75zjuYncNPYgd/X3v9E2uW1eWtWeM8r/6MEi+U5kX8kL8p/fbYkcioRkX+dvYl9Co+wreUGNFDNbXLjBKttY8UxhUVvyBLbbo5TKXQ8nNl4RVKySur/5uJxuRpZs/l+nXDm+7MjXv4eB6FyR20RkGnrpeyXgfqXUKz7IeR290c9qEYlER5iWQOerDFBKDVVKKcOZsxzYICJz0VGQdwOllFJjXIUqpaaLSCowQ0TyZOfsyQ6lVIyIzASGi8hldMqAB4EeRpXsctE68y0wRESGAzvR0YWPu6mXpY2VUpdFZBgwW0Q+A5ai84DeD1wzHIvfoJ15c0WkJNqZ+gg6D+pEp822dgG/AlON5f1JQF/8W65/CGggIm3QS90vKKWOZ3WCiBRG23Yp8BN6uXt79BJ2R6b3o+g8uc8bTtkk4AjaIRsPvC0iY9A5ekeinfbOiY3OoiNGnxaR/UAicEwpdRH4CFgoIjPQTusaQDeXNlZHbwD3P3Q6gACjTgqZN53LjiBghYjMA0qi0xj8jBEJrpT6VUQmA3OMKOCN6OjcsujUBwuUUp5ysY4CvgK+FJH/ovMDj0U7idPmgzG/ooEngF1KqXjjUBR6QzxM6PUuOhr4CxEZiY7CfRP9AmOej7JsbGxsbGxsbGxsbGxsbGxyEXbO178BpdQu9IZQfwCzga/Ru7J7k5fVWc5edF7Oi8AstIMtAr3B1Sanel+gnU0AkeicoL2B41nIjgBeQTsUB3uq5wNj0M6xrsb3tyLdMRfng5w30A6o/sDn6Dy1LVwreWNjpdQctNPsdrTD8jO0I/eYcfwG0BoduTkE7YxrjXZ6j3CSk4J2cv4BLEKnglhr/N8sw9BO0Y/Rzt1wL865BuwFeqE3M/scnU6gkzEGMJykL6MdoxsN2TWVUueBjmhn6KfovlqA3lwsDcMmPdEO3XXG+W2Nw4vR/fwosArdLx1d2ngGvUHa6+hxsAy90VsbpdQeL3R0ZiLagbsInQd4L9DCeTMzpdRw9FgPRdvyC3RfxqAdtW5RSn2L7usixnlz0ZG29ZVSp1yqOxy4zk7W743vSAK2+aKUkaKgMdpRvgQ9No8BjZVSCb7IsrGxsbGxsbGxsbGxsbGxyV3YaQds/jZE5HH0zvChSqnvcro9Njb/Buy0A56x0w78M/g3LnUFO+1AVuSmPs9V/c2/c47nJnLT2IPc1d//Rtvktnlppx3IAjvtgGfstAM2uQg77YB57LQDNn8JIlIbHUm4Ax2hWRMYCmzHt53gbWxsbGxsbGxsbGxsbGxsbGxs/pHYzlebv4oE9NLvl4Bg4Bx6OfcwxyZgxiZVWZHqacOwm4GbwT4iEoDeRM4TNzxtLpfbMTbnCsiqjpHCwi9uSN5cEx2izp3xWwbA9m4HLZFTZ1GYJXK+6pqLIkxyWWSSFVEU/9aoTCvmZWxh/8cewG3JPmVD8YhV0V+55ZplpZxcFRlnUcR0bopEy00RopC72pPbxrBVWKFXrpqXWNceS67pydlX8Qar7uG5yca5LWLVikhnIOOuHiYpktea51kbm5sRO+erzV+CUupHpVSYUqq4UiqvUqqMUqqPUioG0nZzT87mX8McaXwu4Cayz69krePonGua3zQkmz40+tnGxsbGxsbGxsbGxsbGxuZfih35apNTnEJvHpYVR/6OhuRSbhb7tAVuzeK462ZX/yT2kH0f/pP1s7GxsbGxsbGxsbGxsbGxyQbb+WqTIyilrgMWZWj/93Gz2EcpdSCn2/BXoZS6zE3QhzY2NjY2NjY2NjY2NjY2Np6x0w5kgYhEi8jfujmUiBwXkQ+yqRMuIv/oXJ//FESkn4g8+hfIrWD0YyWT5xcxzn/Q6rbZ5CwiEmb0rX19trGxsbGxsbGxsbGxsbH5h2P/uP9nsgCwKPO2TTb0Ayx3vgIVgDGAKecrUMQ433a+/vsIQ/etT9fnwQOm0TSsBwP7T81Q/uPBX2jS8Hkahz7Pgf0/A3DpUhydnxlCq2YvMHliZFrdlJRUuvSYToMmQ5j01qeZvmND9D7qhQ2iccsRnDx5Ia389OlLBBZ7nF9OXEyXM+IzQrtFMnnhd5nktHt1KQ27R9Ks9yJOno0DYMK7G7m92VuMmrNey0i9QfdFO2g0bQNTV/+USUazGdE0nR5FsxnRRB05p3U9FUejaRsIe2sDB07GAlCiRCBLFz/Btk29CQjIuLfbHZWKETm/Iwvnd6TyncU9lgGMGTySDs3aMGrg8AwyIqZM54E7qjF57IS0sj5de/FYy/a0bdSKpnXCMtT3pZ9efnE8jUOfp0nD9LI0+/rYT0s+jKJe2CBatRvDmTMx1st5ZSEN2k9h0uxvM8npO+xDSlUbwIKlm7Mss8I2vsoZ2H8qzRv3IrReF7Zt+cEvG/9+4hxtH32Dxi1HELlojaU6+TL+fvrxMO2btqZdk0c4dOBHv3Rq1GI4jVoM58E6r9HxyfGW6uSLnOWfrqVB3S6E1uvCqpXRfukU8fZK6oQOpF7YILbt+Mkv24Q1H0ajFsPZEL3PZ53Wr9tOw/90pWXT3hz56ViG+mba81TnyYQ1H0aDJkM48ssZU/OyXZc5hHaYStMnp3PylPnrhDvbmJHT97V3KFWuMwveW5NWzxcbT54YSaVyLQgf/V+/7evv/O7SaRgtmvQmrH43atd8JkN9X+S4KzOrk7v57Wt7PD1PWHWd8LevFi1c4XN7PM3NnBjDf3V/58R9wdP1PKdsnOV1wsdr6JJPt1Ov7SRaPRvBmXNxlurky3PAqIHDebRFO1o3bMHObTsy1PdFDsDVq1epUfEeNm3YmFZmxTXCxuZmxHa+/gNRSp1USm3P6XbY2NjkDr7fe5iEhCusi47k+vVkdu9Kd7i8Ef4Oiz+YwJJlk3gj/B0AJrw5n1Fj+vDN2nkMGdYjre7KL3dQtcrtfLd+Mlu2HkpzrjkYN+ljVq8ay8Q3ujDR6QFy5tsrqf1wlXQ5G49wV4USbFrUg83fn+DMhcsZ5EQMeYSN7/VgcPcGzPxA79jb49GaLJnwWFqdL/efomrpYKIGNGbLrxc4E3ctk97fvtaQtf3DaFS1FADhqw7yfvc6LO1Zl/AvtQ3i45Po8/JKDhw8m+n8F1+oxfCRaxkyYg0vvlDLY9n+7/eRmJjIirVfkpyczA97vk+T8WzXzsxZODeD3LmL3+Wzb7+gb/+XadaqeVq5r/00cHA3NmxayLwF4UwYNz/dvj72U0pKKu/M/5rv1k9iXPhzTJ7+mbVy1uyj6p238d0Xg9my65e0HxwORvVrzZRRj2VZZpVtfJUzcUo/1mx4lw+WTWbK5IWmbQwwMnwJC+e9xoZvx9OjW3PLdPJ1/E15cxL/XTSfeUsimfLmJL90ilo9gajVE3iuU2Nat3o4x/ppdsSHrF4/j9Xr5zN75lK/dFq8ZD1bo6fwydKhTJ2+3LQcgHVfjyNq9QQah9XwfeyNe5ev18zlvSXjGffGvAzfZ6Y9H7w3gOg1ExkX/hyzIjeYmpcR455m04pBDHmpJTPeXWeZbczKGTX0KaaM755Wx1cbd3u+A++9Pw5XcmJ+v790IqvXz6f/wC60at3AtE7uyszq5Dq/zbTH3fOEVdcJK/qq2/MdLJubOTGG/+r+zon7gqfreU7Z2ON1wsdraEpKKu8sjua7FYMZN7QDk99ebZlOvj4HjJ44luWrVzJvyQJmT51pWg7Ah4s+4K577zFtX0+/OWxsbkZueueriNQQkc9F5KKIXBWRIyIyzKVOUxHZKyJXROSgiHT0IGeliMQYcraISAM39RqKyFoRiRORRBHZJyIer0QiEiAi80UkXkSaGmWZ0g6IiBKRcSLyqogcE5HLIrJRRO51I2+ciJw29NkgIncZ54f7YLeSIjJPRI4acv4QkQ9FpIwH22Rn446GzRIMXXeKSDun48EiMkdETolIkiGjv4iIU51uhh4VXGSbspeIHAfKA52M+kpEFnlpn9tEZLFTe0+LyJciUkpEwoAoo+paJ9lhxrlPG/1y3rDH9yLS1Ul2BcDxKv5dp/O7Odrtrp2ufSwiVYx+OSci10TkhIh8IiJe5YIWnTpBicgLIvKGoWOsiKwSkdtd6uY17H1cRK4bf8eJSF5vvstJzssisk1ELhnftV1EWrupV1BEJonIr4b9z4jIZyJS2qlORRFZYhxLEpHfRCTCRU5n0XP0mohcMOqHuNTJNHecbNPNqWyRiJwUkQdE5Dtj3vwsIn2c6oSjo14Bkh19m51ddu44QJOmtQFo3KQ2O7fvTzsWG3OZ28veRpkypYiL1U7QQz/+ytRJ79GyaW92bEuvu33XEZo1vh+AsIb3sXP30bRjV64kUSB/PoKCAqldqyqHDp8A4MKFeOLjr1ChfKm0ujv2n6RpnTsAaPRwBXYe/DNDeyuWKQpA3lvyEJBH34ZKFy+Ec1zqjmOXaHK37q6GVUqy6/dLGWTkEWg1axOdI7dzKfG61vVKMmWLBVKmSAHiruiy69dTuXw5ya3dgoNu5ey5BM6fTySoUD6PZXt37SG0cUMAGjQKZfeOXWkySpYuhdNlKAPfrPyaVu3Sh6ev/VShor6c5s17CwEB6bdrX/vp4sV4bi9TnICAAGpUr8h2I9rPMjl7jtEs9G4tp15Vdn5/PIMdQkoXzmQb1zKrbOOrnLx59SUoIeEK91VPf4Hgq22Sk1P4/cR5+rzyNi3bjeHoz39appOv4y8uNpYyt5ch5P9CiI9L/7FoZn47WPXVTtq3qZ1j/VSp0u0kJl4jIeEqQcEF/dKpQvnSJCUlExuXSLFiQabl5MkjNGs9ime6TOXSpcs+6wRQsGABQkJK8tuvJzPY20x78ubVt+6EhKtUv+d2U/OyYrkShqyAtGuzFbYxKyckpFiG9vlq49Kli7u9PufE/HawakU07Ts0Mq2TJ9lWzG8z7XH3PGHVdcKKvvr56O+Wzc2cGMN/dX/nxH3B0/U8p2zs8Trh4zX0Ykwit4cUJSAgDzXuuZ3te36zTCdfnwMczzaJCYncc9+9puVcv36dvTv38HDdWmllVv3msLG5Gbmpna8iUgvYBtwB9AdaA9MBZ8fRHUCEUf4ocBr4RETudJLzILAVKAb0Ah4DLgLrRKSmU732wHogH/AC0B5YiHbwuWtfAeAzo16YUmpdNip1NnR4DegOlAO+cHGmjQWGA+8bctcAK7OR645iwDVgGNASGARUBraISH4nHbK1sYi8AiwHzgFdgSeAz9FL8xGd+/IrQ6dpQFvgW0NO+jop38nOXh2BM8BqdJqHusCbXspeYtQfBDQDXgVOAoHAXuAlo96rTrL3GmWVgE+BTkAHYBWwwMlJd5r0VAgTnc7/ysu2OfgKKAO8CLQAhgJJ+H5dGAbcCTyPtmVdwDVv8WJD/vtAG2ARMMQo94UK6LQbTwBPoTe0+lJEWjoqiEg+YC3wivE9bYCXgUtAUaNORWAnEAqMRo/hsUAJJzm90f14GG3voWg7bRSRQj6220Ew8CHaPu2BXcA7IuL4JbYAcKzJqU9632ZJXFwCQcG6ScGFCxEbl/6AfuPGjbT/K6X9uNu37WfgkO4sXjqR4UPT34jHxiYSHBwIQOHggsTGJTodS0g7BpCaquXOnLOSl/u0ydCe2MvXCC50q25PofzEXs4ctZqaeoMJCzbR+/GH3OoUe/U6Qfn1VCxcIG+aM9XBsl71WNs/jDbV/4+J3xzSuqp0P7U3SbHz5El/yHQ8cLori4+LIyhIO2mCgoOJj4vPVnZycjKHfzxE9QdqpJX52k8ORo+cQ9+Xnk777Gs/lSgRzLHj50hMvEbUxv3ExCZaKyf+CsGFCmg5QQWIjb+SrX1csco2ZuQ89fgA2j7yEo2bpP+48NU2Fy7Es//gcebOfolpk3owZMQiy3Tydfx5km1mfgOcOxeLCJQsWTjH+qlth0bUffhZ6jz0DC++9JRfOoU1vI+77+9Li7ajebVvG9NyPlk6lKjVE2jbuhbjJn9syjZnz17kyE/HMqUdMNOe69eTadBkCK8OmE+dByuanpepqTcYP/NrXngu1DLbmJXjitnx50pOze/k5GQOHvyFBx6827ROf+X8NtMed88TVl0nzOjl2lcjhkVYNjdzYgz/1f2dE/cFT9dzf9rjjGXXCR+voSWKFeLYiQskXkkiassRYmKvWKaTmefQ55/uyjPtnqBBo4am5Xz8wUc89vTjGcqs+s1hY5PTiEhL0QF9v4jIUDfHy4lIlBEIt19EHvH3O72KcPsX8xbaSVpHKeW4om5wqVMCCFVK/QwgInvRzq8nAUdSlKnACaCxsUs9IrIaOAiMAjqI/hUfAfwANFJKOa5Obh2qIlIU7XQLAeoppX71Qp9koI1SKtmQAfAJUAvYasjsB8xVSg0xzlkrItfRTk2vUUodQTvaHO0NALag7dAK7TyFbGwsIsFoO36ulHLOrbra6f+PoB1R3ZVSi4yyNSJSEBggItOVUhfwnSztpZT6XkSSgAsm0jzUBYYrpZzX03zi+I+IHDL+e9hVtlJqglO9PEA0ehy8iO67JBFxrBP5zUwKChEpgXaYtldKOTvfP/RVFnBcKfWsk+ySwFQR+T+l1CkRqQY8A4xVSoUb1daISArwpohMUkp59SpUKTXQ6XvyoF9mVEHbxpGQqTPa/q66OSdaGgsUAGoopU45lS82ZAegHe3RSqm0XwIi8hPwHdrRPMubNrsQBPRVSkUZ8jahHbrPAFFKqZMi4giz2KGUSvFGaHBwIS7HJwAQH59IkcJBacec32LnMSKZKlcux113V0wrmzHtfdZ8tZ4fD5+gZze9TD7+8hXurJQe5Fu4cEHinR48AwLyEBubwMk/z3PvPeUAWLB8DzsP/MmPv52jR0edjvhyYhJ3lM34Bh9g4LTVdG5TI9Ox7fv/oNnGwxw6Hcfz/9EpkeOvpXBHyYz+7mIFdVRq+xpleH/bca2r0/E8HqJRnXF+8L5xQ3ksCwoO5vJl/XCZcPkywYWDs5W9ddMW6jX4T4YyX/sJYE7Eh9x1d0Xq1X/AdD8FBAQwathTtO44lvtrVCIgj9CoxXBr5Dw2jR+PnKLns/W1nISr3FkhPQraW/y1jT9y/vfpNE6ePEunpwbT4dGfTNm4cOGC3HNXWUqWLEzJkoW5eOmyZTr5Ov5cZf93xhy+W/2Zzzo5+OLLHbQzoqRyqp8mjnuXvfv1LbRj21c5sP9nU/0UH3+FpcuiOXpgLufOxdGs9Shuu62oKds4omY7tqvD4g/W0+rOu3zSafzE1+jaaRjlyoVQt55+SWN2jgPky5eX79ZPpt/A+TR9cgYiYmpeDhj7Cc89UYflX+/l6yEf+W2bseOX8f0Pv5oef86YGX/OmLWvVfN708Y9hDZMi8kwpZNrmT9jBjLObzPtcX2eMCMDMl8nrOqrSxfjfG6P69z018bOWNHf3369mcOHfvarv6fOWM7X3+7OkfuC6/W8abO6OWpjV2ZMe581X3zj87NNQEAeRvVvQ+vOs7m/WlnTz1ruMPMcuvCjxZz68xS9Oz3Pl9HDrKiAAAAgAElEQVTf+iwnJSWF6HUbWPDhIvbu3ptWbsU1wsYmpzF+67+NDpI7CewSkZVKqUNO1UYCHyul3hGRe4CvMYIDzXLTzgARCQT+Ayx1cgq642eH4xVAKXUOHaFZzpBTAGiIdqzdEJFbjMhJQTtWQ41Tq6IjXBc4OV498X/AZnSUpLeOV4C1DkeiwQHjbznj731AQZycgAaZs397gYi8aCzJTgBS0I5X0Lp6a+N6QCFgvofjoG14g8yOwQ/QUcRmNx/Lzl7+sAsYJCKvich94mldshtEpLKILBORP9EO4mSgJ4ZdLeIi8BswSUR6iUhlP2R97fLZ1Y6OOeAaDev43BAvEZGaotM3nEWPuWT0RdPZNs2BMy6OV1eaA1+6OF6dqQqUAjIko1JKbQZ+96XNLlxxOF4NeUnAUXwccyLSW0R2i8juCxdiqF3nPqI26KVDUet38HDt+9LqFi0WzMmTZzl16nza8q47q5Tj9OnzJCZeJSUllf4DuhC1egJzZ/VlvbE5SvTGAzxcM31YFCyYn6vXrpOQcJWdu45y911lOXL0T47+fIpW7cawdv0P7D18mg2R3XlnZFs27NTLraJ2HePhezNmI4n8fA8i0KXt/Zl0q1O9LGv7h/H2MzWJ+knnad145BwPlS+aoV78VT11t/52gUoltV5FC+bjZMwVTsVeTYuazYq4+CRKlSpIiRKBJBqpC9yV1az1EJuj9cZh30VtomYt99G6zny76mtatcv4gtTXflq3dhvbt+9j6PCeAKb7CaBdm9pEr5lIh7Z16PpcE+vkfDaAuVM6sX6zTkEQveUID99fIVv7uOKvbczKSUrSfVyoUCAFCxYwbePAwFspVCg/V64k8eefFwkOCrRMJ1/HX5GiRTn15ynOnD5DoaAg+vZ/2XR/A3yxagcd29XN0X669da8BAbmp2DBAly/nmK6n/LkEQIDbyVfvrwULhxI6dJFTNvG8YN5y7bDVKp4m8861a5bnW/XzWfwsB5UvUv/MDWrl1KK5GT9ru6lPm1o2uBuU/My8sPNiAhdnqjLoL4tLLFN47Dqfo0/Z3y1sSs5Ob8BVq6Iop1TygEzOrmW+XNfgIzz20x7XJ8nzMhwd52wqq+Cggv6PTf9tbHV/b16/Xy/+3tQ/0dz7L7gej33p7+tsLEr/Qd0Mf1s065FDaKXD6RDy/vp+lQ9y3Ty9TkgKSnJkF+QwMD0yFpf5Jw/d54///iTZ9s/yfKPPmHimHHExsRaco2wsckF1AJ+UUr9ZgRPfoReleqMQq9aBSgMePIbeM3NHPlaFO18PplNvUtuypIAx9L6YkAAOsJ1lDsBRoSeY9vs7L4PoLpRf6hSKvMuMd631ZHo0NFWx6u2cy71fPkOIC1VwCz00v9BQAzantudvs8bG3tjl2LAJUdUsRNnnI6bITt7+cNT6Nydg4GZwGkRmQuMy8r5bixnXwtcQS9z/xW4jo7sfN6CdgGglFIi0gwIR6cuKC4ix4CpSql3sjw5M9nZ0dE/p13q+dR/IlIWHel6CJ1S4ATaAfsmcLdT1eLAn5kEZKQ42Y85yNxm0O02O+Zi3JQ5X0+8Qik1H+OFxYM171EPPHg3+fPno2lYD6rXqErZcrcxeWIkQ4b1YOToPnR5VqdYnjFLB7yPHN2Hbp1HcPXqNYaP6p0mt23rWizvHUGDJkNo1aImISHF+GHfb+z5/hd6dGvO8MFP0LzNaPLnz8eid/tRrmxJtkbrnU67957J8CeraTmhVem+7hCh3SJpVb8yISWD+OGn0+w5fIoeHWvy8oSvqFWtDI17vEdozfKE921M5Od7mPvxLi7FXeXi0eJMe+J+Pn9/F42mbaDlvSGEFC7Avj9i2Xsihu7/qUiLiI0UyBvArXnzsKCLXi4+uvW9dI7UgeARTz3IC+vhloA8zJ7ZmiqVi/N2RFvmR+7mgRohRC7aw7x3dzFpnI5GmDR1E4DbsuoP1ODWW2+lQ7M23Fu9GmVuL0PElOm8Nvh1Plz8AYvnv0dsTCyxsbFMnDEFpRS7d+xi/PT0zY4AfO2nAf2mEhRUkJZNX6BylfLMeWeEqX4CeOX1eRw6fILyZUvxdkQf6+QkXaJtsxos/2oRDdpPoVWTaoSULswPB/9gz/7f6fFsfcZHfM2yz3eiFJw6G8vo19tkKDuREMjwkb0tsY2vNn7u2aHExSaQmprKG+NeNj0XAEYMeYqW7caQkpLKrGm9qWZRf/s6/gaOGEyfLtqJMWH6ZL90io+/QmxcAuXKlrR0DPsqp9cLj9M4VN8Cn+/Z0bROhQoVoFmT+6kXNojU1BuMGva0ads0aTWSAgXykT9/Xt6b14/iFXzTafLESKLW76BY8SLM/m/GXad9bU9SUjKt2ocjIojAnDce484KpXyely8NX0at+yvQ6LFphNapzNjxL1hiG7M2Hj/5Y5Z9vFFfJ84l+3ydWLRwBfPnfkJMTDyxMfHMnD00x+a3Uood2w+kfXZg5v7tWmbV/DbbHtfnCauuE1b01dSIkT63x9Pc9HcMnzp9icFjBuSq/s6J+4Kn63lO2djjdcLEs80rI5Zx6OhpypcpxtsTn7VMp97DInx6DujTpRfxcXGkpqYybOzINPv6+jzxzXdrAXhr/BRq1a1NkaJFqFDamt8cNjY5TBngD6fPJ4HaLnXC0at1X0EHMDb190slu3wn/1aMqMzLwBSl1DAPdaKBW5RS9V3Kj6OXI3czlr7Ho8OW33cnRym1W0SqAj8BfZRS89zVc5K9GdgHTAb6K6VcNwEKB8YopZw3m1LAeKXUSKeyCuiNmborpRaJSCiwEZ0eIcqpXjl0NJ/zsvAsEZEtwFWlVFOnsoroaMqxSqlwL23cAr1cvKVSarWHOlOAAUABZwespG9c1U4ptUpEngaWAVWVUked6s0GXvbVXkbZcWCzUqqzN3bx0P6q6Fy2w9BLzt9xansz51y+hkN0DdDAiLJ0lC8Gujh0cGprL6XUApfv+wnY65IKoDhwATd9bETl1kDnRe0BPKKU+sYLvdy2wUm3RkqpaBHpi54fdzpHcTud/6pSarYX39cL7XAsq5Q66VS+ESivlKpgfF6GzpEc4laQrnMaPYef8XD8HuBHoKdSKtLl2HFgj1LqMePzNWC6Umq4U52a6Hy0zmNpEdBUKeW6GVk0gFIqzPgcjnbc5/Um7cCDNe9RW3a4BhX7Tv7k7PzV2aOOfp99JS9I2XrQEjl1FoVZIuerqCf9llEk34nsK3mBFf1kKbHu3k/4xrWS2UcS/51YZeNreTPtP+kzsdetWIgBt8k2S+RYoZNV5La5YJVtLNHLgnkJQBGPt9G/nVxlX/6dcyE36QTW6PVvHTe56fqX23Syoj35z++2oCVYdg09o8wu8rQeq55nA/PW3KOUyl0PgDZeUTiksqrbzUz2vb+P1ZMe+R3t+3Aw3wheAkBEHkf7n3oan58DaiulXnaq8zraXzpNROqi92Wp5sUqdo/ctGkHjGXwm4HORuoAs3IS0Tkga6AdXrtd/xlVjwLHgZ7eLEFXSk0FBgIzRaS/2fa5cABIRG9W5IzrZ28IRC/5dqa78wcvbbwVSACyehW2ET1WXdvZCR0V6vhV+bvxt5qjgpEConkWsrMjCZ0b1DRKqSOGYy7GqW2O6FBX2Y61IWm2FZ2r1zUM3tP5oO1QzaWstZt6jvYppdQPwOtGkeu5/rLJ+Pu0S3kn42+0l3Lc2aYKOrWFM2uA20SkbRay1gBtRMTTU9ERdER4hjaLSD10+hDnNvtkby/Iqm9tbGxsbGxsbGxsbGxsbGzcc0Ep9f/snXd4FNXXgN9D6CUUAeWjCCiCimKlKSE0ASmCDURFBAVEFJFepCgdAREsoDRFUGyAotIjFqoiICiIP1CRXkJIKCmc7487m2w2m7KbgUS47/PkSfbOnTPn3DIzOXvuuXd4/fimuPwX8M7zUYaUK2c7AQsAVHUtZqVqcTLB5Zx2AIxz81tgrYhMwIQbVwRuUdXnApDzIsbBtFREZmCWKhcHbgNCVLW/s8z7BeAzYJWzBP0IZrl0SVUd6itUVSeKSAIwSURyqGpAm2L5kXdCRF4DBorIKUxO2tswAwtMXtWM8g3QT0QGYnaNrw886Kdemm2sqqdEZAAwRUQ+xeTYPAXcApx1IiK/xjhx3xazmdN2zCZcTwGjNWmzrY2YZfrjnVQP54BuQJ4A7PJlB1BHRJpjlpsfVdW9aZ0gIoUxbfsBJto5DuM8LYpx+oFxxscDHUXkuKPrTowzOgp4Q0SGYkLcB2O+uSnsdZlDmLytbUVkK8apvkdVj2FylswUkUnAl5gvBjr46HgzZgO4j4DdmNQZHRydfDedyxSq+qsTjTrMcYb/iMnT+xIwX1W3pSkgiRWOfu85Y6kUZuOsv0n+RdJc4GlgvoiMBtZjNrpqDLymqr9jIkvvxWxENwrTBqUx34A9pqoJIjIEmCYicx2ZpYGRwB/ATK/rfQgMFpFBmLQbdTAbaAWLJ9F3LxH5Gkjw+hLHYrFYLBaLxWKxWCwWS3BsBCo5K7f/xQRctfOp8zfQAJgtItdjnK9HMnPRyzbyFUBVN2Ki5v4BpmA2DupDxvKyesv5GbgT4wx7HeNgm4zZ4GqNV71FmM2BwIQtL8ZEfO5NQ/ZkTH7L8SLSNxC9UmEoJsfnE871m5LkmDsZgJyXgWlAT+BzTJ7axr6VMtLGqjoVE9VaBuOw/BTjyN3jHD+PiSScA/QDljifXwQGecmJxzg5/wFmY5a6L3f+DpYBGKfoAswkHZaBc84CP2McgJ9g2qcW8KgzBnCcpN0xjtFvHdm3q+oRoDXGGfoJpq/exWezKqdNnsI4dFc453siPedg+vl+4AtMvyRPqmQcyX9j2nAxJl3D/wHNVfWnDNgYKB0waTQ6YsZAJ+fzExkVoKrbMdGyV2N07ovJi7vGp14cJtr5Lcz8+gp4E/OFyHGnzl6gJsZZOhrj4B+OVz5k5xuyxzHzeBEwDjOe6joR7x5GA1Mx/bkQ84XK4xm1yw9fOvp2w0R1b8yELIvFYrFYLBaLxWKxWCwk+o26A0uB34AFqrpdRF4WkZZOtV7A0yKyBeMr6aCZzNl62eZ8tSTh5Lz4GAhT1e+yWh+LxZJxbM7X1LE5Xy8CNudrqticrxeW7DYXslXeQ5vzNVWy0/x2i0vRJrA5X9MiO93/sptNNufrhcXmfLX8R3K+ZsvxdbmnHbjsEJEamKjR9ZgIzdsx0YPrMEv7LRaLxWKxWCwWi8VisVgsFosLWOfr5Uc0EAY8C4RillkvAAZ4wqidvJxpkZDZkOv/MpdD+4hICJDWxnDnM7PTX1Zf71IiQXO7Eh13lWQ+4kCuuzXTMgByuSRnyRPuRAo0q7cg0zJ+WujO4/bQczPTr5QBrpzS0RU5bpCdol3clOOGXUVyu6AIpNwe8xIgO/UTwCtfudNZL93rQtRWERcUsVx2XKr3YsuFJTtF4YJLEdMurchxq20uxdUrFsvlyGWd8/VyRFW3q2q4ql6hqrlUtbSqdlXVEwAiUh7zb1paP3WzRPlswGXUPn+Sto1DXL7eynSu547HyWKxWCwWi8VisVgsFovlImIjXy2+7MdsHpYWOy+GItmUy6V9WgB50ji+3+XrdQEKpXH8qMvXs1gsFovFYrFYLBaLxWK54FjnqyUZqhoLuJRl/NLjcmkfVd12ka93KTisLRaLxWKxWCwWi8VisViSYdMOWC4IItJBRNRZpu8p2ysis70+h4vIMBEJeBw6skdkoF6EiEQEILeIo9Ntger0X0BEyjtt18GrrIOIpEgA6a8PXdQj3JEd7rbs/zKX+vizWCwWi8VisVgsFovlcsM6Xy0Xk9bAK16fw4GhXNhx2M35yShFMDpdqs6vA0AtYIlXWQfA3+47S5y6By68WhaHoMff0L6DadWoOS/1HpisfPK4idx6TVXGDh+VWHbi+Am6PN6Jh5q2ZvK4iYnl8fEJtO80kToN+jHm1U9SXGNVxBZqh/ehfpNB7NuXlAniwIHj5C/2ILv/3B+0HN+yYGTUazyQeo0HclvNHrR+eGRQbdP1iad5oMl9tKjXlIY1wxPLixfPzwdzHmLtms6EhCTfG+6aisWYMb01M6e3ptK1V6Raltg2z82kzn3jGDPlmxR2tWw/lbBW42n48ET27T8BwK+//0ud+8Zxd8tx7Dh5mvjzSveNu2kZsZ0pO1NmAPkn5hyP/7CTB9bsYN6ewwC888dB7l31K81Xb2fTsVMZ0qXbgHmUrNqLdz/4PrGsTZfphN//KnXuG8fO3QeDluNb5mZ/9+01gYbhnejdc3wyGdt/3U2Duh2pH9aRbVv/AKD7MyOpH9aRBnWTyoKRM3b0DCqWa8ywIW8mq5vZOfXn7n8C1uWzT5ZTp1Z7wmq354vFEZnS5f15q6kd3oemLYdy8OCJgHUBOHPmLOXL3MOqleuDbt/UZAcqJ7X+duOeBbDi3bG8P+AJlr8zJtn5X04exOze7fhg0JNs/9Y8fk8dO8y8wZ14r+9j7Pkl+WYqWTX22jw2lvB7BlCnQT927toXtJx6jQcSfs8A6jUeyKqILa7IiVi9IeC2cbO//dkUiC4rV6yj7l1P0KRhZ3b+vidZfTfkuDWG3Ro3gdjUu+d47qn/NGG127P2h1+CbpvOHYcSVrs9jRt05qP5XwctB/zft7Ji3LipS8sHXiGsYX8a3js4U/3drcdblCz3GO/OWpYpfS6UHLfeZSHr7sW+7zduta9bNrn1HmCxXG5Y56slBSKSVq7PoFHVzar654WQncY1d6jqjot5TV9EJEREsjTFhxhyq+o5VV2nqkfSO0dVjzh1z10MHS3Bs3XzFmJiYli4/Evi4uL45afNicfaPfEYU2e+naz+xFHj6T24Px9//Tk9+r6YWL74y/VUvq4M360cyw8/7kh0tngYMWYBS78YzuiX2zPa6+XvtTcWU+PO6zIlx7csGBmrl45i9dJRPP5ofZo1vTOotnl7zjt8+s0iuvXsTqOm9ySWR0Wdo2v3xWz79VCK9n+mS3UGDl5Ov0HLeKZL9VTLABYv20Lla6/iu0V9+WHjbg4ePplM1uQRbVmzsA/9nm3CpHdWADBk3GLmvfkUH017mnHb/2HpgRNcWygfi8NvZMPRUxw+G5tMxpjt/zDpjop8GnYD7SqUBGDBX0f4st6NvFOzEm/sOpAhXV56oRnjXnogWdncqZ2I+Kw3I/q34vUZq4KW41vmVn9v/vk3oqNPsyJiBrGxcWzauD1RxsvD3mLO3FG8P38MLw97C4DefTuwas1Mpr07jFEjpifWDVROh46tmPVeysUYbsypQHWZMnkeS1dOY+nK6Ux57YOgdYmPT+Ct6V/x3coxjBj2OGMnfhqwLgCzZyykatVrk10rUDmpyXarv924Zx38cwexZ8/w+Og5JMTHsf+PX5PJaNlrDI+OnMWNdZsBsPbTGYQ92p22w6fz48fZY+zNndWLiGWjGTHscV5/88ug5QCs+GoEq5eOon54NVfkhNernqX97WtToLqMHvEOXy17m1nvj2TEy9MS67olx40xHKwc33ETsE3jXmDZqneYO38s48Ym7a8azP1m1nsjWbpyOm0eaZopOf7uW1kxbtzUZfKEp1mzYgz9ej3ApKmLgpbzUv82jBv5ZKb1uVBy3HqXzcp7se/7jVvt64ZNbo1hi+VyxDpfLwNEpJqIfC4ix0TkjIjsFJEBzrEIEfleRFqIyGYROYcTKSoiOUVkgIj8LiLnRGS/iEwQkbw+8iuKyBIROS0iR0RkMn42a/JOOyAiwzARfgBxzhJ0DcK250Vkj4icEpFvReRGn+PJ0g6ISEERmSIifzs2HRaRFSJSxVle7wkjeMejk2eJvuPA7Om0X6yIHBCRqSIS6nNNFZGRItJfRPYAscCdzjk9/NgwzGm7ogHYXVdElovISRGJEZEtItLJ6/heEZkrIh1F5HdHh2a+aQectqkL3OVlb4RzzG/aARF5WkR+dsbSCafda3sdH+4cjxKRoyKySkRqZtS2NGy+U0Q+EZF9XuN4lIjk81O3tYj8ICLRjh4bRKSl1/GcItJPRHaIyFln3H4jIlW86lR25k2kc711ItLE5zqzRWSvn+v7jjtPmoWWzpg56vzMFZEiTp3ypDH+0uLnjT8RVr8uAHXqhbFp/cbEYyWuLIlI8kjNnTt+Z8r413iwaatkdddt3Emj+rcAEF73JjZs2pV47PTpc+TLm5tChfJTo3pldvz2NwBHj0YRFXWa8leXDFqOv7JgdPHwxZIN3Ne8RlBt4+HrxV/RtGWzxM+xsQmcOuX/e4jQQnk4dDiaI0diKFQwd6plAOt+2kOjsOuNXbUrs2Hz3mSyKpQrDkCuXCGE5DCP6BMnT1O2dDFKlyrKybgEfj4eTd2ShQG4q0Qom4/HJJ4fd/48+07H0vfnPbT97nf+PHUGgDIF8nDuvBIVF0+x3DkzpEupKwunsDVXrhAAomPOcfMNZYKW41vmVn9vWL+NBg3N3/Ub1GDDuq2J9SJPnKJM2asoXbokJyNN9G/5CqUdu3ISEpL0ShSonCuvvMLvWHJjTgWqS8WKZYiJOUt09BkKhRYIWpdjx6IoU/oKQkJCqHZzBdat/z1gXWJj49iwfhs1a1dL1i6ByvFXFoyc1PrbjXvWvzu3UuEW86grX60m//6+xcti4ctJA/l4RHdOHjZRVUf++oPSVW4hd7785M5XgHOno4Oyyc2xlyuXuTdER5/h5qrlg5aTI4fQqNlLPNJ+PMePn3JJzsks629/NgWqC0CBAvkoVaoE//tzX2KZW3LcGMPBto3vuAnUply5cjnnn+amm5OcXwG3jQhPPTmEB1q9wN9/HQhaTmr3rawYN27qUqH8VYn95ZkPwcgpVaoYvmQnOW69y2blvdiD5/3GrfZ1wya3xrDFcjlina+XOCJSHVgLXAP0BJoBE4EyXtWuA14HpgCNgZVO+VxgMDDPOW800AlIDKURkdzAcuBW4FnMEvYKznlp8S4ww/n7bszy9loBmveYo1cP4EmgHLBI0o4ynQQ8DAwHGgFdgF8wy70PAPc79UZ76eRZoj8S03bLgRbAOIy9SyRl3toOjm69nd//AxYCnb0riUgIpk0XqOoJMoCI3Ifpo9yO/vcBM4GrfarWA150bG0CbCUl3YDNzjGPvammaRCRV4HpwM+YdnwMWINpew+lMe18H6YdDgNrROSmjNiXBuUwfdUVY89kTLqEWT46Pgd85lz3CeAh4HOgvFe1DzH9+RXQCnga2AGUcmT8H/A9UA3o7tgaienrpgTPZECBdph+ecApg/THX6pEnTxJoUKFACgUGkrUyag0629av5HnevfgrdnTeWXQsMTyyMgYQkPzA1A4tACRJ2O8jkUnHgNISDgPwGtTF9O9a/Nk8gOV478scF0ADh+ORARKlCgcVNsAxMXF8dv2Hdx8a8ZeFHPkSHox9byk+isDiIw6TWhB831B4UL5iIw6nUJeQsJ5Rr72FV0eDwPg/Pkk+xQ4GRtPwZzGCVooVwgn4+ITjx8/F89vJ08z7rYKDK9Wjle2mWXrd5UIpc6yLbT97nc6XXtVhnXxJTY2njr3jeP5wR9S87YKQcvxxa3+PnkymkKhBQEILVyQyJNJDotk7ajJv+sbMngq3Z5tm/g5WDlu2OU7pwLVpUWretS6sx0173iEZ55tE7QuxYuHsmfvYWJizrL6262ciIwJWJf353xB20fvTdEugcpJrc3d6m837lnnYk6RO7/RJU/+gpyLSbrXNOjYh/bj5lLz/o6snPmq0el8QuK9IU/+gpyNOZUpm3wJZuzFxsZRp0E/nu81nZrVKwct5+MP+rN66ShaNKvOiLELXJEzdtSMLOtvfzYFo8uhQ8fY+fueZOkC3JLjxhgOtm18x00wNrV5sBct7n2W+g2SVooEKmfM+J6s/m4WvXo/Qf++k4KWk9p9KyvGjZu6mL8TGDl2AV06NcmUHLf0uRBy3HqXzcp7MSR/v3Grfd2wya0xbLFcjljn66XPq8AxoKaqvqeqq1R1mqo+61WnONBaVWeqaoSqbhWROkAb4BlVfVlVV6jqFIyD9X4RucU59wmgInC/qs5S1SUYZ1aaHg5V3Qd4vrJf7yxvXxegbXFAc1VdrKqfAH0wTubqaZxTC/hAVWeo6hpV/VxVe3str/esSf6fRydVPSIixYBewBxV7a6qS1V1EsYReDfQ3Oc6Atyjqp+q6jeqegh4E7jBaVsPzTCO8LfJAGL+U5uMcULWU9UPnb6ZrKpDfKoXBRqq6nxVXekv5YOTkiEKOOVlr980DSJyLcaBP0lVn1LVL1R1iaq+pKofesl8SlXfV9XVwNcYB+0e4KmM2JgaTluOUNUvMQ7f6Rjn9sMicoWjYygwCvhcVVs75yxV1dGq+rpTpz7G6fmi0/ffqOpCVX3R0RmM07oopg/nquoXmL7ajXHaBssaVX1OVZc582kG0EZEJK3x5ytERDqLyCYR2XTs6DEKhYZy6pR5+Yk+dYrQwqG+pySj4rXXUKnKdZS4siQ5cuTgzUlTqdd4IAu/WEeU4ziLOnWaIoWTouYKFy6QeAwgJCQHkZHR7Pv3CDfeYHzv785aFpQc77Lxkz5j2/a9AcvwsOjL9bR0oiCBgNsG4Mc1P1C7zl3p1vPg/ZJ6/rz6LRv/5lLqPTCBhV//QlS0iUaNij5DEa8XZg+9hn/M4w/V5JryJYAk5+34N5fyW+Rpvt5/guj4BABOxSVQOFfS902FcoVwXWg+iufJReXQ/JyIjedUXDyf/n2UHxtXY0m9G+m87o8M6+JL7tw5+W5RXxZM78yj3WYELcfD0ojtQY0ZD779HRpakFNRJoIwKiqGIoULJR7zdoLnyJEkY+rkeVS5vgK17741U3K8mTThPVfmVDC6jB7xDj9v/ZjN2z5h9Ih3gtYlJCSElwa0oVnr4Sz5ZiffwFsAACAASURBVBPXXft/AekSHx/PiuVradwk5VwK1KbU2jyz/R1s2/gry5O/ILFO9GrsmRjyFEi61+QrZL4cKHvDbcREmnx84qXTudMx5C1QKGibvAnWJoDcuXPx3cqxLJjbj0c7vBq0nGLFjM6tW9ZkydcbXZGzY/vuLOtvX1227/grYF1Gju7BE48OYMK42dTyigDLrBy3xvD+A8dcGTdDX/kgqH766JMJfPvDHIYOfiPotilWzMyz2nffyqGDR4OS4+++lVXjJjVdGjfoHPQzs1f/mTzerh6fLVqbqWevh/GTPss2cpYu/9m15y5k7b0YzPtNwYL5XGlft2wKVEZa7wEWy+WIdb5ewohIfuAujLMxrVCkvar6i09ZE8xS9U+cJdo5nYhST9buMOd3LeAfb8epqp4HFrhiRNosV9U4r8/bnN/l/FV22Ah0EJGBInKHE3maEWpiIk3n+pR/CMRjlu57842qnvEuUNUITHRlF6/iLsDWABzPlTERru867ZwW61T1YAblZoSGmHvG9LQqiUhDEVktIscwbROHia6unJmLi0ioiIwVkT+Bc47c9zGO7kpOtdpAwXR0vAcTQPhOGnXCMO2321OgqgnAfOAW8Uk1EQC+UazbMCk6rgxEiKpOV9U7VPWOK4pfwe3V7+D7iO8A+G71Gm6vfkea51esVJFDBw5yOiaG+PgEuvXszuqlo3j79W6sdDaEiPh2G3feXinxnAIF8nLmbCzR0WfYsHEX11cpy85d/7Lrj/00bTmU5St/4afNfwYlx7us7t1VeeThugHL8LDoi/W0bpkURB9o2wB888VXNG2Z8W/pT0ado2TJAhQvnp+YmFi/ZX26NWb1p714e9yjrPz+d2PXDzu585byyWTNmPc9IkL7h5JsKFakAPv2n+DR+2tQs0Qhxt1Wge+cvKo/HonilqJJL+H5c4ZQIGcOTscncOBMLIVyhZBDhHwhOcidIwehuXJSIm+uDOnii6oSF2ecvqEF83LT9aWDkuNN4/AbgxozHnz7u0bNm1i9yqSWWL1yPXfWSAq4L1oslH37DrF//5HE5fgrlq9l3bot9B+Y/LuhQOX40rNXe1fm1PPPjgpYlzx5cpE/f14KFMhHbGx80LoAtGxeg4hlo2nVoiZ333VDQLocOnScf/4+SMtm3flw3lcMGTSVEyeigmrf1No8s/0dbNv4KytdpRp7t5rNRPZsWUfpyjcnyvCkFDi2bw95HCdriauvY9/vvxB79jSxZ6LJ40TNZtXYM/PbRNGHhubnpqrlgx43HkfAD2t/o374za7IqVCxTJb1t68uFStcFbAuNWrdzDcrptN3QCcqV6mQWDezctwaw/c0vM2VcZMvX56AbTp3zjw3CxbMT4ECSZmkApUT5TiEdu3cS+EihYKS4+++1aFjqywZN6npsnTl9KB0mTF7mXm/eLQ+fXren6lnr4fsJKdxo+DGsO9z95nnTa7SrLoXe1j0xXqmTOziSvt6yKxNgcpI6z3AYrkcydJNgCwXnKIYZ9m+dOr5282+JMbZGOPnGIBn++5SQModaPyXuc1xn8+ehIx5fSt68RxwELNcfSRwXETeAwal46D2JM5J1laqGu84GX0T6/hrU4C3gFfF5H4tiHFyd0/jur542j29Pk1Lh2BJ99oichtmKf9STDqFA0ACJs1EWv2SEWZhHMBDMJG/MZgo5ze8ZGekfa4Ajvs6x30oRlIUqjcHMc7eoqQT3Z0KwYzZdLn51mrkyZOHVo2ac+PNVSldpjSTx02kR98XmTdnLnOmzyLyRCSRkZGMnjSO3oP60e3JLpw9c5YXB/ROlNOiWXU+6zyZOg360bTx7ZQqVYxftvyPnzbvplOHexjY9yHuaT6EvHlzM/udFyhXtgQ/RpidTp/s/BqD+j0clBwgRVmpq4oGLCMq6jSRJ6MpV7ZE0G2jqmxav5GRE5PvVp4zJAdTXmvGdZWu4I3JLZg+YxO3VivFjNk/Me2djYwZYTbnGjN+DUCKsjBnQ9gWjarx2ZLZ1LlvHE0bVKXUlYX55dd/+GnrX3RqdzfPDpxP9VvKU++BCYTVrMTwPi0Z1rsFbbua7wqG31CGyqH56PHvcVpGbKfBVUW4Ml9ufo2MYeuJGNpVKEmPKqV55PudJKgy4parKZAzhLpXFqb56u0kqPLi9aUzpMvIyV8x//MNqML+Q5H07daYpo++joiJbpg66pGg5Ax5sXnyspMJDOjzoCv9fett15M3b24ahnfi5mqVKVvuKsaOnkG/AZ0YPKQr7dsNAGDS6/0A6PXCeAoVKkCThl2odN3VTH1rUFByZs9cyPS3P+bEiSgiT0Tx2pT+rsyp3oOe55prywaky9NdHqR+WEcAOj7VOuj5DfDci9PY8dvfXF22JG9M7oqEVsywLqVLl+T7de8DMOLladS+6xaKFg0Nqn39lbnZ327cs6b9fgM5c+Xh/QFPcGWFyoSWKMUPC6Zz18OdWTyxP2ejo0CEJl1NVqaa9z/Jl68NIi72LHUeeTZom9wae+fOxdH0vmGICCIwdVLXoNumQdPB5MuXm7x5czFr2guuyHlr5hhKly6ZZf3ta9MV5QPrp7GjZ7B65XqKXVGEKW8ODLq/U5Pjxhh2a9xUuCkwmx5v15+TkdEkJCTw8ojuQbfNk+0HE3kiChFh8tQBQclJ9b4Vd+qij5u07qHB6PLsC29T/Y7rqNd4IGF3V2X4S+2CkjNy7ALmL/jWPL8PHGfIwLbZSk6g7xOpvctm1b0YUr7fuNW+btjkynyyWC5TJL08JZb/Lk7k6ylgnKoOSKVOBJBTVe/2KR+DyaVax995wH5V3S8iMzFL25NFm4rIUGAYUEFV9zple4EIVe3gfB6G2XQrl6rGEwBiNucaqaqDvcrKY5a3P6mqs73sQ1XD/ci4GngQGANMVNV+XjKeVtV3verei4labKiqK73KcwJngNdVtVdqunnVDwX+xbRNUUwbl1bVDDnyRKQy8DvQVVWnpVFvL/C9qj7mU+6xz7eN/I2BDhiHZwVV3SsiXTDpEaqo6s5UrjsSk5qgsHdUsoj8Bezx9IOIhAOrMakTIjJgd14gGhimqiO8yp/E5Lutp6oRItIY+AZooqpLU5E1GugHFEjNASsiG4BzqlrHp3wYxvlbRFWjRORtoKWq/p9PvW3AMT/2NlLVFV71OpC8jcvjZ/ylRbXbbtFvvl+RfsV0uErWZlpGduOgBppG2j/N6mU+kP+nhe5813nouZnpV8oAV07p6IocVyhSyhUxZ3OVdkWOW+SN+zfTMtyyyQ1dIPu1sRu41TaDlldIv1IGeOne2EzLcMum7ISdC6mT3fo7O7WNW2S3cZPd+vxS41Ltp+w0N/Pnuv0nVU1/OZol21G4VCWt1eH1rFYjTZaOuTdbji+bduASxonk/B54TPzsCJ8O32Ci8Qqr6iY/P/udemuBsuK1m72z+dTDGbiGJ+ovUN1cQVX/UtUJmKXfVdPRaR0mDUNbn/I2mAjyiAxeMwqzYVkXTPTt/Iw6Xh12AXuBpyS1bdoD5xwZ64MVwHl8Ng3zIT8m0jXxWx0nx2paqSAyQh4gBJNqwJsOPp9/xDhp09JxGSZ6Na0ctN8CNR1nKJC4OVobYLNXn/0FXCkiJbzqXUPwKRaydE5YLBaLxWKxWCwWi8VicRebduDSpzfGkbRWRCZglmNXBG5R1edSO8mJIpyPyfk6EdiAcbyVB+4F+qnqLmAO0B/4TEQGYnaY7wpkZE2BZ2OnXiLyNZCgqpuCsDHDiMhaYDHG4RqNydVaDWMHmHQJx4C2IrIVs7R9j6oec9pvgIjEYJbWXw+MwDi4092R3os3Scr7mqGNtjyoqorIC8BnwCon8vKIo0tJVR0aiDyHHUA3EWkD/InZfCtFZKuq/ikik4AXRaQQph0TMEv/f1fVjzBO+xeA2SIyC5Pr9SVMtG/QqOpJEVmHGSsHgKMY53Vpn3qnRGQAMEVEPsU4uk8BtwBnVXWKqq52jk0UkbLAKiAXJs/rEicSdxLGsbvcieKOAro59jTzuuTHwCvAXGeeFAcGOPoFQ6rjL0h5FovFYrFYLBaLxWKxWLIQG/l6iaOqGzGbbv0DTME4DfuQsZyhj2GWxz8ILAI+weQn/QMnp6uqxgKNMDk438Q4MfdgnJLp8aVzTjdMBO3GjFmVKdZgonI/wDhMHwR6qupkSNws7ClMSoAVjk4tnHMHAS8CTR3d+wPvAc0ysPlVIqq6FRPBuklVfw7UAFVdhGlzgBkYJ2hnTERsMIwFVmLysm4EUk1noKq9Mf1VE/A4N+sBfzvHlwLPY8bclxgHaXtgtz95AfII8BMmx+tsTP7VHn50nAo8BJRx9PsU0897vKq1xYztVpj2mwnciJMn14nsvhvYjsnT+wkmD2wzVf3G61q7HdmlgYVAX8wY2RWMgemMP4vFYrFYLBaLxWKxWCz/MWzOV4vlIuPkbf0Nk9dzRlbrY/lvY3O+po7N+Zo6NufrhcfmfP1vYHO+/jewcyF1slt/Z6e2cYvsNm6yW59falyq/ZSd5qbN+frfxeZ8DR6bdsBiuUiISBngWmA4JsJyXtZqZLkUCJFYiuT+O9NyDsZm3lGZ3Ry4brQLuOM4vb1VQHsKpsqmobe6Iscth6cbZKd/BtzkUrQru/0jmZ14ruFVrsjJG5e97qNukJ3mQnbSBbLXlzRuYe8T/w2ym4MxO+lzKdrklpzsdr+xWP5LWOerJVvhbGqU1kZS5wNZ4p/NeAoYglmS3k5Vz3gfdDbQCklLgKq648HJRlyudlssFovFYrFYLBaLxWK59LE5Xy3ZjZWYHe1T+3FnzW0WoKrDVDWHqlZR1W/9VHmCtG2Pu2jKXlwuV7stFovFYrFYLBaLxWKxXOLYyFdLdqMLUCiN48HuIv9f4AvgzqxWIgu4XO22WCwWi8VisVgsFovFcoljna+WbIWq7sxqHbIKVT0GHMtqPS42l6vdFovFYrFYLBaLxWKxWC59bNoBi2uISAcRUREp71W2V0Rme30OF5FhIhLw2HNkj8hAvQgRiQhAbhFHp9sC1Smr8W3fAM4bJiJ6AVT6T1z/QuCMz2FZrYfFYrFYLBaLxWKxWCyW7IN1vlouNK2BV7w+hwNDubBjr5vzk1GKYHT6zzlf/8O8C9TKaiVcphbGriyhb68JNAzvRO+e45OVb/91Nw3qdqR+WEe2bf0DgO7PjKR+WEca1E0q8zC072BaNWrOS70HJiufPG4it15TlbHDR6VZBhAfn0D7ThOp06AfY179JIWuqyK2UDu8D/WbDGLfvqRMIgcOHCd/sQfZ/ef+dGV06/EWJcs9xruzlqUr1422iY9PoP1zM6lz3zjGTPkmhT4t208lrNV4Gj48kX37TwDw6+//Uue+cdzdchxnTpsdZosXz88Hcx5i7ZrOhIQk31vwmorFmDG9NTOnt6bStVekWhafcJ72r64krM9Cxi7YnEKXNqOXUa/fIsL6LGTnvshUy4Lpp7/+PkyL+1+mfpNBzJi9LGg5bR4bS/g9A6jToB+7du51rZ+ySs7Y0TOoWK4xw4a8GbSM48dP8tgj/WjaqAtjR89w3SY35mWwcvzN12Dk+JYFI6Ne44GE3zOAeo0HsipiS9C6tHzgFcIa9qfhvYMTywK5fwKcOXOGahVuYM2qpDTwWWlTvcYDqdd4ILfV7EHrh0cGLcdfWWpj2N/c8TeuPQQyF0wbn6V8mXtYtXJ90HLcmN+ffbKcOrXaE1a7PV8sjkhWP/Pj75BrNrklJyvHsffzZeeufVl6z/LVJbu1b6D69O45nnvqP01Y7fas/eGXTOkDKZ8vWaWLv35y67ngxnuAW7pc6Pu5P5s6dxxKWO32NG7QmY/mf53imhbL5YR1vloAEJE8F0Kuqm5W1T8vhOw0rrlDVXdczGv6IiIhImLTeqSCqu5T1XVZrYebqOo6Vd2XFdfe/PNvREefZkXEDGJj49i0cXvisZeHvcWcuaN4f/4YXh72FgC9+3Zg1ZqZTHt3GKNGTE+su3XzFmJiYli4/Evi4uL45ackx167Jx5j6sy3k13XXxnA4i/XU/m6Mny3ciw//LiDgwdPJDs+YswCln4xnNEvt2e018vfa28spsad12VIxkv92zBu5JPpynWrbRYv20Lla6/iu0V9+WHjbg4ePpns2pNHtGXNwj70e7YJk95ZAcCQcYuZ9+ZTfDTtaQ7s+wKAqKhzdO2+mG2/HkrRbs90qc7AwcvpN2gZz3SpnmrZ4nV7qVKmCGvGt+L7HQc4ePx0Mjlz+zRg9dj7eKV9daYs3pZqWTD9NHjY+8yc1oNV34ykU4d7gpYzd1YvIpaNZsSwx3lz6oeu9VNWyenQsRWz3ku+MCNQGaNemc5LQ7vy9fJp9BvQyXWb3JiXwcrxN1+DkeNbFqxNK74aweqlo6gfXi1oXSZPeJo1K8bQr9cDTJq6KOD7J8C82XOpcuMNmW4Xt2xavXQUq5eO4vFH69Os6Z2u9VNaY9jf3PE3riHwuQAwe8ZCqla9Npn8rJjfUybPY+nKaSxdOZ0pr32QTFZmx9/UyR+4YpNbbROsTeDOOPZ+vrz+5pdZes/y1SW7tW+g+owe9wLLVr3D3PljGTc2aQ9kN54vWamLbz8FK8f3ueDWe4AbugQrJ5D7eWr34VnvjWTpyum0eaQpFsvljHW+XqKISDUR+VxEjonIGRHZKSIDnGMRIvK9iLQQkc0icg4nUlREcorIABH5XUTOich+EZkgInl95FcUkSUiclpEjojIZCCFA9d7WbyzJHuocyjOWaYd8NJzEXleRPaIyCkR+VZEbvQ5niztgIgUFJEpIvK3Y9NhEVkhIlWcFAl7nKrveHQSkQ7OuSIiPZ32ixWRAyIyVURCfa6pIjJSRPqLyB4gFrjTOaeHHxuGOW1XNAC7ezjteVZENolInVTqVRCRD5x+OSciv4hI6wzI7y4ia0XkuIhEisg6EWnmdTyPI3OSn3M9KSeqZNCWFGkHPGkl0uvfDMieLSL7RKS2iGx02muviDznU6+EiEwTkV1OX/wjIvNEpLRXnQccvar5uU6EiKzz+pws7YDHRhGp5MyVaBH5S0SGiE/aDRG5TUS+EzNX/xGRgSIyPKPzY8P6bTRoWAOA+g1qsGHd1sRjkSdOUabsVZQuXZKTkacAKF/BmJgrV05CQpJU+XnjT4TVrwtAnXphbFq/MfFYiStLIpI8UtNfGcC6jTtpVP8WAMLr3sSGTbsSj50+fY58eXNTqFB+alSvzI7f/gbg6NEooqJOU/7qkunKAChVqliyz6nJdatt1v20h0Zh1xt9aldmw+a9ya5foVxx57wQQnKY806cPE3Z0sUoXaooCQlnAIiNTeDUqXMp2gwgtFAeDh2O5siRGAoVzJ1q2fqdh2h4axkA6t1cmg27DieTkytnCADRZ+K4qcIVqZYF2k9xcfH89fcRuj73Bk1aDmXXH/8GJcfTvgDR0WeoelMl1/opq+RceeUVKeZCoDJ2bP+T8WNm0aRhZ9av3Rq0nFTHsAvzMlg5vvM1GDn+yoLRJUcOoVGzl3ik/XiOHz8VtE0Vyl+VrJ0DvX/Gxsby84afuLNW9Uy1i5s2efhiyQbua17DtX5Kawz7mzv+xjUEPhdiY+PYsH4bNWsnf4RnxfyuWLEMMTFniY4+Q6HQAslkZX78hbhik1ttE6xNbo1j7+fLzVXLZ9k9y58u2a19A9UnV65cjj2nuenmpC/l3Hi+ZKUuvv0UrBzf54Jb7wFu6BKMnEDv537v3SI89eQQHmj1An//dQCL5XLGOl8vQUSkOrAWuAboCTQDJgJlvKpdB7wOTAEaAyud8rnAYGCec95ooBOQ+DW9iOQGlgO3As8CHYAKznlp8S7gWUNxN2aZdqBLzx9z9OoBPAmUAxZJ2lGmk4CHgeFAI6AL8Asm3cAB4H6n3mgvnZY4ZSMxbbccaAGMw9i7xNeB5pQ3A3o7v/8HLAQ6e1cSkRBMmy5Q1RNkABHpBLwGrAZaAbOB+UBRn3plgfVANUzftwR+Bj4VkZbpXKY8po8eAtoAm4AvRaQJgKqeA2YB7cXHGY9p029V9feM2JMGwfSvP0KBj4A5mPaKAF73ONUdigFngQFAE6APUAn4wcu+RcB+jH2JOE7mukDKUKaUfA6scvRYiBmHT3jJKo6Zf8Wc8ucwc7KDr6DUOHkymkKhBQEILVyQyJNJ/6yeP38+8W/V5L7cIYOn0u3Ztomfo06epFChQgAUCg0l6mRURlVIRmRkDKGh+QEoHFqAyJMxXseiE48BJCQY/V6bupjuXZtnSIb/a/qX61bbREadJrRgPqNPoXxERiWPNvVcc+RrX9Hl8bCU8knfj54jR9I/WJ5/tvyVRUbHEprfcc4WyE1kTHJnbmxcAmF9FtLj7e+pWblkqmWB9tPRo1Fs/XUvb095lgljOtFv0Oyg5IBxitRp0I/ne02neo2bXOunrJbjTaAy1q3dSu9+TzLng9EM7P+a6za5MS+DleOPQOX4Lwtcl48/6M/qpaNo0aw6I8YuyJRNCQkJjBy7gC6dmgR8/1ww90MeaPtgptvFbZsOH45EBEqUKByUHH9laY1hf6Q2rgOdC+/P+YK2j96bQn5WzO8WrepR68521LzjEZ55tk0yWZkdf52evt8Vm4KxKzWychx7P19qVq+cZfcsf7pkt/YNRp82D/aixb3PUr9B0hdHbjxfslIX334KVo75O+m54NZ7gBu6BCMn0Pu5P5vGjO/J6u9m0av3E/TvmyJ+x2K5rLDO10uTVzG7x9dU1fdUdZWqTlPVZ73qFAdaq+pMVY1Q1a1OJGUb4BlVfVlVV6jqFIyD9X4RucU59wmgInC/qs5S1SUYx1Ka/2k4S7I9y7LXO8u0A116Hgc0V9XFqvoJxmF2DVA9jXNqAR+o6gxVXaOqn6tqb+f65wDP2sD/eXRS1SMiUgzoBcxR1e6qulRVJwFdMc7j5j7XEeAeVf1UVb9R1UPAm8ANPlGqzTCO8Iw47nCcvMOApar6pCN7qqNbqE/1YY4edVV1rqNzR4xz7+W0ruO0yQxVXYlxNr/g/H7Gq9rbGKf1Q1763QzUzKg96RBM//qjENBHVac67dUBWAEMF8eDpao7VbWH019rgI8xjvirgaZOnXjgHeBREfEOVekMRGIcvOkxQVUnOPOpB/Ar8IjX8ReB/EBjVV2gqgsxzmBfB3ciItLZiX7edPToCUJDC3IqKhqAqKgYihQu5F038e8cOZJu+VMnz6PK9RWoffetSY0WGsqpU+YlKvrUKUIL+w6vtBk/6TPqNR7Iwi/WEeU4J6NOnaZI4aSmK1y4QOIxgJCQHERGRrPv3yPceEM5ft3+F489OSFNGf7wJxfIdNtMmvAe9R6YwMKvfyEq2kSvRkWfoYjXy6iHXsM/5vGHanJN+RIp5EsGHrfe/1CcP68pyubMfpP6/RexcO0eok7HAnDqdCxFCiRfdJA7VwhrxrfiowH3MHTuphRlj45bGVQ/FS5cgBuqlKVEicLceEM5tmzbE5QcgNy5c/HdyrEsmNuPV4a/7doYzko5vgQqo1KlclS5vgJXXnlFMrmujOFMzkuAd2ctC7q/vQn2PuFdNn7SZ2zbvjcoXYoVM+3XumVNlny9MVM29eo/k8fb1eOaiqUCun/Gx8cTsWIV9Rs3TCx7c9JUHmhyX5bbtOjL9bRsXsOVfvKUpTWG/ZHauA5kLsTHx7Ni+VoaN7krhfysmN+jR7zDz1s/ZvO2Txg94h2AoOemB8/4q3hNWVdsCsYuXzJjk1vj2PN8aXHvnTS8d3CW3bO8dVkwtx9DX/nAlfZt3KBzptt3+46/gOD6+6NPJvDtD3MYOvgN154vbukSbNt499OjHV517bmQ2feAzNjkrctni9ZelPu5P5uKFTNf5NW++1YOHUzK92uxXI5Y5+slhojkB+7COBtThmYlsVdVf/Epa4JZLv+JmPQDOZ2IQ0+2+TDndy3gH2/HqaqeBxa4YkTaLFfVOK/P25zf5fxVdtgIdHCWct/hRJ5mhJpAbkw0sDcfAvGYyEdvvlHVM94FqhoB7CB55GQXYGsAjucyzo9v+37q6OFNE+Ar4KRPHy4FqolPugRvROR2EflSRA45cuMwkcKVvez5nyPL154jwGcZtCctgulffyRg2sebDx053mkFnhGRLSISjbHZs/aystd50zHO0Uecc/JivoB4z7e/U2GJz+dfSW5PTSBZvlhHru95eB2frqp3qOodxYsXpUbNm1i9yixxXb1yPXfWuCmxbtFioezbd4j9+48kLnVcsXwt69Ztof/Ap5LJvb36HXwf8R0A361ew+3V78iAeUn06Xk/q5eO4u3Xu7HS2cwh4ttt3Hl7pcQ6BQrk5czZWKKjz7Bh4y6ur1KWnbv+Zdcf+2nacigHDp6gUKH8acrwhz+5QKbbpmev9qz+tBdvj3uUld+bwO6IH3Zy5y3lk11/xrzvERHaP5QUzF+sSAH27T/B/oOR5AhJ1ZeeyMmoc5QsWYDixfMTExObouz+Bzqxasx9vNU9jFVbzJL/1Vv3c+d1JRJlqCpx8QkAhObPRb48ISnKbqpQLKh+yp8/DwUL5uX06XP8++8xbqhSLig5qkpcnLl1hYbmJ1++PK6N4ayS449AZVx7XTkOHDhCTMwZ4p3+csOmnr3aZ3peLl/5Cz9t/jMoOb4Ee5/wLqt7d1UeebhuULp4/pH8Ye1v1A+/OWibZsxeZub8o/WBwO6fRw4f4d9//qXdfQ/z2YcfM3roCNp1eIxPv1mUpTYBLPpiPa1b1nKlnzxlaY1hf6Q2xwKZC4cOHeefvw/Ssll3Ppz3FUMGTeXEiaiA5aRGoDLy5MlF/vx5KVAgH7Gx5v4X7NyElOPPDZvckJMZm9wYx97Pl2e7Nqdh/Vuy7J7lxrPOX/suXTk90+1bsYJZkh6oPufOmXeT/taz2wAAIABJREFUggXzU6BAPteeL888/5YrugTTNr79dFPV8lk2L33fAzLT3966XKz7uT+bohxH7a6deylcJO0v3iyWSx27IdClR1GMUz29jX/8JV0piXE2pra+9wrndykg5W4x/svc5rjPZ89627Q8G88BB4GOmDQCx0XkPWBQOg5qT8KnZG2lqvEicszrOP7qefEW8KqY3K8FMQ7S7mlc15dSzu9k7eulhzclgfbOjz+uwE+EspOuYCXGUfwcxgkZD7wCXO9T/U3gCxGpismX+xjwtqrGZtSgNAimf/1xwseJC0ntVxrY5+SAfR2TVqIPcAIzd9Z5X09V94vIIkzEsyctQzFgWgZ18WeTtz2lMA5ZXzI8n2697Xry5s1Nw/BO3FytMmXLXcXY0TPoN6ATg4d0pX27AQBMer0fAL1eGE+hQgVo0rALla67mqlvDQLg5lurkSdPHlo1as6NN1eldJnSTB43kR59X2TenLnMmT6LyBORREZGMnrSuBRls14zqYVbNKvOZ50nU6dBP5o2vp1SpYrxy5b/8dPm3XTqcA8D+z7EPc2HkDdvbma/8wLlypbgxwizY+qTnV9jUL+HubpcyTRljBy7gPkLvkUV9h84zpCBbVPIdbNtWjSqxmdLZlPnvnE0bVCVUlcW5pdf/+GnrX/Rqd3dPDtwPtVvKU+9ByYQVrMSw/u0ZFjvFrTtaiKcSpU2weI5Q3Iw5bVmXFfpCt6Y3ILpMzZxa7VSzJj9E9Pe2ciYEWYTqzHj1wCkKKvTDlrUuJonJ/2PsD4LaXpHOUoVK8Avfx7lp91HeLReJe4dsgRBEIEpz9ThXFxCirJg+glgUL82NGk5lPj4BF6f0DkoOefOxdH0vmGIGH0mTBlKlesruNJPbvV3oHJmz1zI9Lc/5sSJKCJPRPHalP4Byxg8pCsdHhvEmTNnGfhSUrYa18awC/My2HHjb74GI8e3rNRVRQOW0aDpYPLly03evLmYNe2FoG169oW3qX7HddRrPJCwu6vyzOApAd0/v/5uOQCvjhxH9Vo1KFK0SNC6uGVTVNRpIk9GU65s0hc6bvRTyYqpj2F/c8ffuA50LpQuXZLv170PwIiXp1H7rlsoWjQ0y+b3010epH5YRwA6PpU8DX9mx1/turV4aWjXTNvkVttk5Tj2fb5MndSVa68plSX3LH+6VLgpe7VvoP39eLv+nIyMJiEhgZdHJP0r48bzpUyVrNHFXz+5MS/D7q7KgJf7uPIe4IYuw19qd8Hv5/5serL9YCJPRCEiTJ46AIvlckbSyylj+W/hRL6eAsapqt87nJjNqHKq6t0+5WMwuTb9buQE7HccUTOBhqqaLBpRRIZilr1XUNW9TtleIMJZ9u296VYuZ0l3ILYpMFJVB3uVlcc4AJ9U1dle9qGq4X5kXA08CIwBJqpqPy8ZT6vqu15178VEHzZ0luJ7ynMCZ4DXVbVXarp51Q8F/sW0TVFMG5dW1Qwl1BSRcsBfQCdVnelV7tHjA6/2PQh8B4xNRdw2VT3n6QdVFee8pzERnmW9IzBF5FvgalUt71WWA/gT+BLY4pxXSVX/zIg9joxk13fKMtS/GZA9G+MQzuftgHXy5r7rsVFEfgDOqGpDrzoVMLl6h6vqMK/y+hjn9B3AZOC8qnoiwb31TzwvtbHu6BfuaVMRWQWEqGpdH3kzHbtT7rTgxW2336A/rPcNzg6cyNhAg4tTcpWszbQMNzmbq3T6lTJA3iObMi3j9lYB3e5SZdPQbelXygBSL2UexKzCrX6ypE7euH+zWoVLnoMaaAp7/2S3+6gb2DmeOm7MzezWvvZ+kzquvZdko3HjVn9nN33cwNqUOvlz3f6Tqga2xM6SLShcqpLW6vB6VquRJkvH3Jstx5dNO3CJ4URyfg88JiL5Ajz9G0xEXmFV3eTnZ79Tby1QVkRqek50HHIPZ+AankjGQHVzBVX9S1UnYJazV01Hp3WYNAxtfcrbYKLGIzJ4zSjMhmVdMNG38zPqeHXYB/xDyvZ9gJTR698ANwPbU+lD/9usm2X1YFINACAi12FSWPjacx4T9fk4JoJ3RSCO14tECKZ9vGmLiej1vMHkx8tehyf9CVPVVcDvmCjZu3Anv62HdUAtEUncEM+Zu81cvIbFYrFYLBaLxWKxWCyXPSLSRER2ishuEenv5/gkEfnF+dklIpGZvaZNO3Bp0hv4FlgrIhMwzruKwC2q+lxqJ6lqhIjMx+R8nQhsAM4D5YF7gX6quguzg3x/4DMRGQgcxizJzsjuPDuc371E5GsgQVUzH1aWBiKyFliMcbhGY3K1VsPYAWZ59zGgrYhsxaRd2KOqx5z2GyAiMZhcqtcDIzAO7lRzcvrhTZLypAbkuFPV8yIyHHhXRGZhcpdei+kDXyfuEEy/rRGRqcBeTLRtVaCis/mWP1Zg0gy859hcChiOcVb6+5JmBiaStxopnZzZgVPAOBEpDvyBydfaEOigSeH+3wD9nDG8AaiPiYpOjbcwUa9HSZlPNjNMxGxqttTp53OYTbjOAXZpgsVisVgsFovFYrFYLC7g7AH0BmZ/m33ARhFZrKoeXxWq2tOr/nPArSkEBYiNfL0EUdWNmOi8f4ApGKdhH9LPAwtmufYwjBNqEfAJJrrxD5wclE5uz0bALxin4hzM0vARGZD/pXNON0wE7caMWZUp1mCiRj/AOEwfBHqq6mRIjOR8CuOkXOHo1MI5dxDGEdbU0b0/8B7QzDkvQ6jqVmAXsElVfw7UAFWdAbyAcRAuwkRoPoLJU+pd72/M0vgtwChgOcZpWBdYlYb87cCjwNUYR3VfjK1rUql/BOPgP+DUz25EYSJdn8C0Vz2gh6rO8arzMiaCtyfwOSZiuHEaMj92fs9OI4I4YFT1KNAA05fvYebHCkenk25dx2KxWCwWi8VisVgslsuc6sBuVf2f49v6ELgvjfqPAPMze1Gb89ViuQiISGXgN0xe2RlZrU9mEZGimKjY11T1pazWxxsnp2pDVS2TXt0A5T6NcdZep6q73ZTt51ohwM/AUVVtkFZdm/M1dWzO19SxOV8vL7JTvrhLFZvzNXXsHE+d7JS70y3s/SZ1slMO0OykC2Q/fdzA2pQ6Nufrf5f/SM7XvzCrVT1MV9Xpng8i8iDQRFWfcj4/DtRQ1RSbojt7Bq0DyqhqQmb0smkHLJYLiJPH81rMEv4DwLys1ShziEgJoDJm07AcmCjNSxoRuQG4BtOHCy+E41VEXgF2YzZWuwITiX0zJt1HmuSIj3HFOXhVkezzIu8Wbr2sHnpuZvqV0mHT0EyvVAHgjuE3uSJnU+nNrsg5VKlbpmUU4W8XNMle/5xkN7LbP4Bu6JOddAEI7f+oK3LOjhntihw3cKuNs9PczE5fygFQpFSmRWS3uZDd7jdukN1suhTvodlJn+w09iB7vV9nt7axXHxy5Q6hVNnCWa1Gehx10bnfFvgks45XsM5XSzbAifJLa0f384Es8c9mPIXJw7oLaKeqZ7wPiohgNodKFVV1J2TOHZoBszBRr0+o6gHvgxfSnixsqzeB2sCPmBQcFwLFjJP/c/7eCrRS1a8v0PUsFovFYrFYLBaLxWK53PgXKOv1uQxJm3L70hZ41o2L2pyvluzASsyu86n9ZD7sLItQ1WGqmkNVq6jqt36qPEHatsddNGUzgKrOVlVR1atV9RM/VeqSjj0iUj7Iy2eorVS1g5spB1Q1XFVzO7/3uyXX5xpDVPUaVc2nqvlVtaaqLroQ17JYLBaLxWKxWCwWi+UyZSNQSUQqiEhujIM1xT42IlIFsy+QKzmhbOSrJTvQBSiUxvGjaRz7r/MFcGdWK+EiP5G+PcE6MC+1trJYLBaLxWKxWCwWi8VykVDVeBHpDizFrKydqarbReRlzAbpHkdsW+BDdWmjLOt8vYQQkQ6YJeEVVHWvU7YXiFDVDs7ncCAceDnQpfwiosBIVR2cTr0IMBGDGRR9CLOD3GJV/TkQnf6LOH2wGqinqhHAsQyc0wqoqKoT05GVpajqKcClRGgpZB/DT1s543K4qg5zPg8DhqqqOJ+LAC+QDcaXr25p1AsnG/WrxWKxWCwWi8VisVgslwKq+hXwlU/ZEJ/Pw9y8pk07cOnTGnjF63M4MJQL2/fdnJ+MUgSj020XRp1sx89ALed3RmkFvOiSrEuddzFt4iE7jS9f3SwWi8VisVgsFovFYrFcwljnazZBRPJcCLmqullV/7wQstO45g5V3XExr+mLiISISLaM7FbVKFVdp6pR2UnWxeYCjvl9qrruQsjOLBdKt/j4BNo/N5M6941jzJRvUhzvNmAeJav24t0Pvk8s+2vfMVq0n0r9BycwY973SXI6TaROg36MeTVlSt9VEVuoHd6H+k0GsW+fyQby/rzV1A7vQ9OWQzl40JT17TWBhuGd6N1zfLLzt/+6mwZ1O1I/rCPbtv4BQO+e47mn/tOE1W7P2h9+SVY/EDntHx1A4wadCb+7AzVufyR522TKphNGznml+8bdtIzYzpSdKTNn/BNzjsd/2MkDa3Ywb89hAN754yD3rvqV5qu3s/a3g0ZOwnnav7qSsD4LGbtgcwo5bUYvo16/RYT1WcjOfZEpys6eOUTx4vn5YM5DrF3TmZCQ5EHU11QsxozprZk5vTWVrr0i1bLEthn0KWEdZjB25ncpdGn5/AfUfXIGjTrPZt+hkwB0fWUxdZ54l7AOM9i6y9g0tO9gWjVqzku9ByY7f/K4idx6TVXGDh+VZpmHQPob4MyZs5Qvcw+rVq5PblOA/d3ygVcIa9ifhvcOTizLSjm+ZcHIADhw4Dj5iz3I7j+TxmsgbfzZJ8upU6s9YbXb88XiCNfbOBBduj8zkvphHWlQN/kYcEuXQPUZO3oGFcs1ZtiQN5PVjT9/nqe+2kaj+RuYsH5PCn2afLSRxh9tpMlHG4n4O2khx5m4BCq+FcHqv4651jaByjl+/CSPPdKPpo26MHb0jEy18eQ3FlMzrDe1w/uwdv3vQcup13gg9RoP5LaaPWj98EjXdAm0bdJ8vgT47AU4cOgk+St2Z7fzrHDDrmBk/PX3YVrc/zL1mwxixuxlQbVNanPhUryfuzFmgtWnzWNjCb9nAHUa9GPnrn0B69O541DCarencYPOfDQ/aS9Xt54vbjxbgtWnW4+3KFnuMd6dFdwYTm1MZoUuqc2nQOW49VxI9Vnn4v3GYrmcsM7XC4SIVBORz0XkmIicEZGdIjLAORYhIt+LSAsR2Swi53AiRUUkp4gMEJHfReSciOwXkQkiktdHfkURWSIip0XkiIhMBlI4s0Rkr4jMdv4ehokABLPxkTpLtgO17XkR2SMip0TkWxG50ed4hCf1gPO5oIhMEZG/HZsOi8gKEanibL7k+Q/lHY9OTgoFxNDTab9YETkgIlNFJNTnmioiI0Wkv4jsAWKBO51zevixYZjTdkUDsLuuiKx07I4RkaUiUtXreFWnr1/zOW+kY/dtzudwR99wrzqNReRHETkpItGOvUOcY7Mxm02V9mqfvWnI8oyvhiLys2PnryLS2o9Njzhj7ayIbBORlr79l8G2KSAiY0TkT8fWgyLyqYhc6Rzv4OgZJiIfi0gksN7r/DTb1qkTIiIjnDFw2tHzRh9VPH2rzt/lSWN8ZcCu2SKyT0Rqi8hGp532ishzPvVKiMg0Ednl6PaPiMwTkdKp6eZz7jwRiRKRSBF5DxOtm2EWL9tC5Wuv4rtFfflh424OHj6Z7PhLLzRj3EsPJCsbPGYhMyc9wapPetGp3d1Gzv+zd97hURVfA35PQiiBJHTkR0cBCwooTYQAoUsRyyeKihQFRCxICb1JRwQEpUgXLNgogtJD71IFQVRApJeQBqQw3x9zk2w2u0n27pVEvO/z5El27txzz5xpN2dnzvywkwrli7N53Vi2bjuS5HhMZMSYxaxaPozRw9sx+oNviI9PYNrMlWxeN4YRQ1/hw/Hz2ffzUaKiYlgbNpvY2Dj27P4l6f7hQ6cxf+EoPvtiDMOHTgNg9Lh3Wb3+UxZ+MZZxY5PP1vNUzoJFo1m1biY9erWjWfM6ybbxskxjP/wWgFXnrnFfQC6W1XuIXZcjuXgzNoWcMb/8xcSqZfk2+EHalikMwOJTl/ih/kN8WrMc47/VjuVlO05yf/G8bBrfmi1HznH+akwKOQt7N2DD2Kd4v111piw7lCrt0oUwIiJu0bX7Mg4dvoAzb3SpTv+BawgdsJo3ulR3mwawbOMx7i9dkE3zOrFl32nOX45MIWty6JNsnNuJPh3qMGmhjjMf2rEOm+e/xuxhrRk+I4yD+w4QHR3NkjU/EBcXx/69yQ7ltq++zNQ501PIdJUGntc3wLzZS6hY8b4Ucjytb4DJE15n09oxhPZ8lolTl2a6HOc0MzIAJn28jBrVypu28ZTJn7Nq3QxWrZvJlEmLLLWxp7r06tOe9ZvmMGPWUEaNmGl5fXuqT/uOrZm7YATOrPj9EuXz52bNi9XZfvYaF6Jvpc7zf4/xU5tq1CuZ/EXIvEN/81DBPKZ0cWcbT+WMen8mg4Z05cc1Mwjt18krG8//bB3bwsbx9aK+jP/wO9NyNqwaxYZVo3jlpRCaN6tmmS6WzS8m5l6ASZ+upUaVMpba2IyMgUM/Y86Md1j/00g6tW9syjau+sLdOJ5b1WbM6rNwbk/CVo9mxNBX+OiTH0zZeO6CkaxaN5M2LzbzShdIOb9YNbeY1WdQ3zaMG9khKY+n+rizV2bo4m5uyax5wZ0+Vo03Njb/NWzn6z+AiFRHn4h2L9ADaA58CDiewF4e+AiYAjQB1hnpC4GBwOfGfaOBTkDS7CT6RLY1QBXgTaA9UMa4Ly1mAYnLGWqjtz97ugX6ZUOvd4AOQElgqaS9ynQi8DwwDGiEPmBrP9rBdA54xsg32kGnFUbaSLTt1gAtgXHo8q4QEef2297QrZfx+w9gCdDZMZOI+KJtulgpdY0MICLN0XUUZdigLfqQsM0iUgJAKXUY6Am8LSLNjPtCgL5AP3fxRkWkLPp0vT+BNkAro8y5jSzvo+ORXHKwTypHqhP3ApMNOc+g7fy1iCS92YpII3S7+tXI8wEwCd02M4xDe3wLmAe0ALoDV9GnAzqyyCjnc2i7ZMi2BkOB/oaM1sBqXJxK6ER67SsjBAJfAfON54YBHzk5cPMDN4F+QFOgN1AO2CpOX5y44Du0zfqj6z8ePS5kmB17/6RR8AMA1KtVgV37Tqa4XrRIUIrPcXEJnDpzla59FtL0xckc/1078XbsPkajkMpaTt2H2bXneNI9MTG3yJUzOwEB/tSoXoEjR09z5UoExYsVwNfXl0qPlGHnjoPs2nmIBg1rABDSoAa7dhxMkhF+LZLiJe6hWLHCXA/Xjj4/Pz8AoqJiePiR5KbnqZxEli8J46nW9ZNt42WZdhgrpX6+GkXdwtqOTxQKZN/V6GR73r7NmZhY+vz8Jy9s/pXfI28AUDx3Dm7dVkTExVMgQDeDnccu0LCKngrqP1KMXccvptDfL5uvtseNOB4uUyBVWi7//xEbm0BkZGqnDkBgQA4uXIzi0qVoAvJkd5sGsPPgGRrWvFfrUq00uw7/nUJWmWL5jOf74Ovj4zLt5917CQ6pC0Cd+sHs2bk76f5CRQojknJlrqs08Ly+Y2Pj2LXzEDVrVUohx9P6BihT+h5dJr9s+Pr6ZKocV2lmdLl8OYKIiBhKlyps2sZlyxYnOvomUVE3CAjMnZTXCtt4qkvpMsVS2dbKevJUnyJFCrhsx7vPXieklO63wSXys+dcSmecj0CLr/fy6g8HuXojDoDYhNvsPhdOzWJ5Tenizjaeyjnyy++MHzOXpg07s3N7cl4zNi5dqgi3bsURfj2a/PkDTMtJZPmKXTzVooZlulg2v3g49wJcvhJFRNRNSpdIdr5bUS5PZcTFxXPq9CW6vvUxTVsN4fhvf5uyjau+cDeO51a1GbP6+Pnpf7Oiom7wSMXSnusjwmsdBvNs63c5feqcV7o4zy9WzS1m9SlaNH8KGZ7q467+MkMXd3NLZs0L7vSxaryxsfmvkSW3Zd8FfIA+GKimUipxWdN6pzwFgcZKqaR9tiJSB+18eVUptcBIXisiV4GFIlLZyP8qUBZ4PHELs4j8CBxKSyml1BkROWN83KmUijdRtjighVIqznguwNdAdWCbm3seBxYppWY7pH2f+IeIJC6V+sNxS7aI5Ec7M+crpbobyatE5BLwGdph5eh8E7RNbzjI+ATYICJ1lFKJ+2qbox3hqZdfuWcysFEp9ZSD7A1oB29P9IFOKKU+EZEmwDwRaWDouQbtgHbHo0B24A2H8AFJ7UUp9btR5lgPtqwXBIKVUr8Zuv6MdkQ+DyTu9x0GHAGeTjzBT0QOow/MOp5KonteRtfxUw4nAwKk3ocC3yil+jilpWtb0SuUewAzlVK9jGyrRSQBGONOMaXULXftywMCgM5KqS+Nzz8ZK1qHich8pTmG/kIiUX9fYCtwGmiGQ3t3xHCA1wZedJC/yujPxV3d44rwiBgC8+QCICggF+ERMWnmv3w1ioNHz/DbthFcvBxJ6Ihv+f77yoSHRxMY6K/lBOYm/HqygzE8PCrpGkBCwm0KFgzkz5MXiY6+ybYdRwkPj+T69SjKlNWqBwbl4ciR5Kgnt28nn/HneGhkm+d6smf3L8yeNzwpzYycuLg4Dh8+QZVHH3DQ27syXQuPhpL5uB4bTx7DCRrg58v1uOTh8+qteI5ej2Fb00pcuRXH+4f+Yl6t8jxRKJA6qw+QcFvx4wet9TOjYgn0N5yiubMT7rQyLjYugYb9l3P2SjTfDmySKs2/UHfSwscn+SU58YXZVRpAeORNAvPoDROBeXISHnkzlbyEhNuMmrWJaQNbpkjvP2Utb7WtwY+nrlOqdCltl8BAjh09lqZ+7vC0vj+bv5wXXnqS3bsOp5DjaX0n/53AyLGLmT6lW6bKcZ3muS6Tpi6je9cWfDDpu6Rrntq4Zev6PF6tLUopZswaknTdCtss+v6gx/0bYPDAqXR78wVLdTFjG3eE34ojILt+tQ7Mno3rt1K+Zi1sWZn8ufxYfPQc43b+wZh6FVj4y1leeLAouw1HrVldnG3jqZwd2w+ybdci8uUPpO3zvVm3Ue9EMGPjenUf5oHK3YiPT2DlkiGm5QBcvBiOCBQqFGSZLpbNLx7OvQCTZq2le4f6fDAtedutFeWaOn2FRzIuX47g4OGT/HZoBhcvXSd0wDy++L66JX3hbhzPzYxZrtqMWX1iY+No0GwgZ89d5bsv+7N0zXGP9Bkzvgf58wexbcs++vaZyOdfjTOti/P8YtXcYlYfZzzVx139ZYYu7sisecEdntrG1XhjY/NfxF75ajEi4g88gXY2pvUWdtLR8WrQFL1d/hvR4QeyGStKE9/Qgo3fjwN/OTqSlFK3gcWWFCJt1iQ6Xg0SHb4l07hnN9BeRPqLSFXDMZURaqKdkgud0r9Erw6s65T+k6PjFcA4Kf4IerVtIl2Agxl1xIlIOfRK0kVO9RKDXuEc7HRLR7STeg/6C45XVdqz2H4j/5ci8pyIFE4jb0b5LdHxCqCUughcxKgnow6qAt866qaU2kvyNv2M0hg47+R4dUcKJ6QHtn0YvRLYuY1/yT9PAvCti+eWBJLCCojIGyJyQESi0O0zcelOhTRkP56GfLeISGcR2SMifx3+9SxLftxPRJRu+hFRN8jr8NLjiqCAXDxYviiFCgTwUIX/ceDIGeo36c+S5TuIMP55jIiMIW9Q8oqEoKDcSdcAfH198PX1ZVC/NjR/ehgrftrDfeVKEhiYh8iIKC0jIpq8QQGOeif97eOTPP189c0ENm6dz5CBHyelmZGzaeNegus+BsDECQssKZOvj/DMxiP8ePYaUfEJAETGJRDkl/zdZYCfL+UDc1Ewhx8VAv25FhtPZFw8356+zLYmlVhR/yFeGLOakL5LWbL9TyJidMiCyJhY8uZOGS0mu58vm8a35qt+jRmycE+qtPNnfiAtHIea27eVy7QL59YQ0mkuSzYcJSJKO38jo2+RNyD1Iu1eE1bxcotK3FsieTXH5IXbebBsIWpXKUVAYCCRkXqFRFRkJIFBgalkZARP6js+Pp61a7bTpOkTSelm6zuRnn3n8Erb+ny3dHumynFMGz/xOw79ctJjGeHhUZz5+xIPPZhyWva0T40e8Sk/H/yafYe+YfSITy2z8b1li5rq31Mnf879D5ShVu0qlupixjbOTJywgKZf7Wb5iYtExmqHa2RsPEE5Uq5xyJ9Lr/RveV9hjlyOIv72bdaevEzjMoWS8nhrG7NyypUryf0PlKFIkQL4+PiYtnFERAyLvgjj+KHp7Nj4AW1eHudVXS39YSd58uSyRJd+gxaYtnGq+eXZCR7PveHXYzhz9hoPVfgfALMWbfG6XO1faUBI0wGmxpoH7y9BoUJBPPRgSa5cjTRtG2esGM+bNOicZcZzs2OWY5tJLJdZfbJn92PzurEsXhjKkPcXeaxP/vx6FXat2lW4cP6yaV1czS/ezi3e2sYZT/VxTstMXdyRWfOCM2Zt4268sbH5r2E7X60nH9quZ9LJd85FWmG0szEa7YxL/Encl5q4R6kokDrYn+s0q7nq9Dlx2VZaW6vfAmagnZK7gYsiMtFwVKdF4n/7KWxlrNi94nAdV/kcmAY8JyIFRKQU2sntyarXRGfobFLWSxx69W0Bx8xKqSvobe05gC+UUmnWi1LqBDr0hA96pex5EdkhIs7OZU9wrifQdZVYTwUBP5LbliOetqMCQEb3jzjXUUZtW9SNbneizV9z+sLB8bnFAIwYsJ8Aa9FhDqqjvzyAtPtG0XTku0QpNVMpVVUpVaLi/f9j+riXWLdFb48P23qMapVLp1kgf//s5PHPSUxMLH+fu8aD5YuyYdUopn/UjXVhB7ScjYeo9li5pHty587JjZuxREXdYNdEUsR9AAAgAElEQVTu4zxwv44I0apFDcJWj6Z1y5o8UbsKNWo+zIb1euv5hnU7qVbj4SQZ+fIHcubMBc6evZS01ezWLe2IzJPHn9y5cyXl9VQOwLIlG2hlbO/r0bOdJWV69ZUGfFf3QcY9WobNRjy/bZciqJwv+bn+2XzJnc2HmPgEzt2IJcDPFx8Rcvn6kN3Hh0C/bBTJ68/6MU8xrXsw6w/o7rLh4FmqlU92uiiliDMcvIH+fuTK4ZsqTXySwwa44nrELQoXzk3Bgv5ER8e6TCtStBHrZ3dg2sCWrN/1h9Zl959UeyhFiGJmf78XEWjXsnJS2uptJ9h24C8GvK6Hp8eqV2VLmN5UsHnDJh6rXjVN/dzhSX1fuHCVv06fp1Xz7nz5+UoGD5hK+46tTdf37HmrERHavRRC7x7PZKocx7S6tSvy4vN1PZZx7PjfHP/tLM1aDWHNuv288fY0j20MkCOHH/7+OcmdOxexsfFe9SlH25jRZe2a7ezYcYC+/V8DvOvfzrqY0ceZHj3b8VObanzU6MGkg7Q2/XWVx+5Jue08wlgJu+NsOGXy5uJidCxnIm7S+tu9fHX0HEM2/8aDD5X1yjZmy3Rf+ZKcO3eJ6OgbxMcnmLaxj4/g75+D7Nn9CAryp0iRvKbrCmDp8p1M+bCLJbpEx9w0Xd+p5pdve3o89x77/QLH/7hAs7aTWbPpKHsPnvK6XKE9n6XiQ6U8luHvn4M8eXISE3OLv/++QmCAv2nbOGPFeL5q3cwsM56btYtjmwHz45ZSijhjt01goD+5cuXwWJ8Iw+F2/NhJgvIGmNbF1fzi7dzijW1c4ak+zmmZqYs7vJ0zrdLHrG3cjTc2Nv817LAD1nMNuI3Dijg3uFoJeQUdN7KOi2sAiUcWnwNSHTQEFMmIgncapVQUOhZmP8P5+Rx6q3gsEJrGrYkOxHuApIjgxsrIAqR2MLpbXboAHe+zPdo5HoNDDN0MkHgkcT+0c82ZFCfviEhD4HX0ytduIrJQKbUnrQcopTagwyPkQK+cHo6Oa1taKXU5rXtNchnt4HS1yrYIyas2MyqrYrq5NM51lFHbJjpti+DQFrgzbT6fiPg5OUgTn5vodH4BWKeU6pmYQUTKkD7n0pGfIVo2qsR3K+ZR56lxNGtQkaJFgth/+C/2HjxFp7a1GTl5JV98vwul4OyFcAa/14IB7z5J07aTiU9I4KMRektSy+bV+a7zZOo0CKVZk8coWjQ/+w/8wd59J+jUvjH9+/wfjVsMJmfO7Mz79F0A3npvBkeOnqZUicJM+GQ4uXLlJGfO7DSs14lHKlWgRMl7GDt6NqH9OjFwcFfate0HwMSPdNd/pW1frodHkZCQwPARyVvqqzz6gEdylFLs3HEo6XOSbbws08eTuxLR+VcaF83LO39fpVXYLzS4Jy9FcmXncHg0B69F07ZMYd65vxgvbjlGglKMqFyK3Nl8qVskiBYbfiFBKYa9rRdxt6xRig4T/yC49xKaVS1J0fy52f/7ZfaeuMRL9cvx5OAVCIIITHmjDrfiElKkFS3WiWy+PkyZ1Jzy5Qrw8eSWzJy9hyqVijJ73l5mfLqbMSP0QQZjxm8CcJkG0DK4Ah3WHiG4/Wya1S5H0UIB7P/1HHuPnqXT04/RfdQKqlcsRkinuQQ/Voqh3UJ4Z+xKAnPnoMFr8yhfugDDFnQjR44ctG7UgoceqUix4sWYPO5D3unzHp/PX8j8mXMJvxZOeHg4oyeOc5nmaX0XK1aYLTs+A2DE8BnUeqIy+fIFQlykqfp+893pVK9anvpN+hNcuyLDBrXNVDnOaUXvyeeRjJIlCrEtTJ9i3KHzJAaEPm+qT73e5TlCgjsC0PG15DDjVtim3/DeHunS893xBATkpmnDLpQrX4qp0wZYqountpk3Zwkzp3/NtWsRhF+LYNKUvgA8WbYQXY5foNEXu2hctiD35MnBwYsR7LsQwasPF6f513vImc2HnL4+zGhakf8F5GTTy/p7upHbTlCrWD6C61Zl2ZINXtvG0zINHNyV9i8P4MaNm/QflBwq31Mb58mTi0YNKlOrXm8SEm4zqJ/5+SUiIobw61GULFHIUl0sm19MzL3bluu20uHdeQx450nLytWkURWP7TsgtA1NWw0hPj6BjyZ0NmUbV33BkvHcov5t1Xju6Zjlrs2YKdetW3E0e2ooIvo9YOrErpR52LN66tBuIOHXIhARJk/tZ1oXV/NL8futmVvM1vnIsYv5YvFG3c/OXaXPkJ4ej33OaZmli7u5xdN+adW84E4fM7ZxHm9WrkrzX2Mbm7sSSS+mh43niMhGdEzW8s7b4I3rYUA2pVRtp/R6wAagoVJqnfN9DvleB2aSMuarDzoEwINAGaXUSSP9JBCmlGpvfO6HjvkZqJTyaM2/6FPaRyqlBjqklUZvU++glJrnUD6UUvXSkPUzcE4p1VxEiqIdy28rpaY45MmPdk4tUEq97pD+EjoUQSul1HJ3ujk9bzoQAuQBflBKdXaVz829go4/ukUp9Uo6eQsCB4Gf0YdibUE7fB81nNCO9VzfCIvgSk4rYClQXSm1W0RmAM8ppQo45UslK432dZKUbWEb+jCphx1ivj6GdhpvTKv+nOR2AObgUB8u8rQH5gLljJW+iekZsq2I5EWvJl+olOrqkB6KduQPU0oNNdKGAkOUUmJ8dtm+Mli2eegYy44xWRGRNeiDyUorpZQRV/a8UqqZQ57hwKB0dGuEDiviLP9H9Aptt20kkaqVSqndPw3wpFiuyVs0/TzpcNMvve+c7iw546wJ6H/hlZFeyyjcsUr6mTJA1WEPp58pA+yZac13OhfKdfNaRt7snnzX4x6r6vtuxKq+aZWNrdAnK+kCcLtvv/QzZQCfMaMtkWMFd2OfsqwvXLLIcWDB3GsVd+scbgX2GOoe2zbuyWp9ygqsso2Pf6u9Silz26VsMpWCpe5XLUPnZLYaaTLvzSeyZPuyV77+M/QCNgLbRWQC2mlUFqislHrL3U1KqTAR+QId8/VDYBd6FW1p4EkgVCl1HH3qel/gOxHpj9463hXtSEuPI8bvnoaDJyG9VZneIiLb0QdjHUKfaF8XqIQuB+gt1leAF0TkIDrswp9KqSuG/fqJSDSwEngAGIF2anpyYv0nJMd99STkAIZz7U1gqYhkR8cdvYxenVgLOK2U+tDIPgd98FcHpVSciLQF9qFPr+/gSr6IdEXHNl0J/IUOCdAP7TBMPH3gCJBfRN5AO0dvKqXSPGAtAwxBO/6+F5GZxnOHAufR7S6jLESv9P1CREYDO9GHVDUBJimlfnV3Y0Ztq5QKF5GJwAARiTT0rgZ0yoB+bttXBssXCYwzHOu/AS8CDYH2DvFyfwJCjf64C+3ofy49wUqpNSKyBZjhIL8NGV9JbGNjY2NjY2NjY2NjY2Njk4WxY77+AyildqO3jv+FdrqtBHqTfhxY0CfHD0U7bpaiT4zvjnbKXDDkxwKN0Ac1fYJ2Yv6Jdkqmxw/GPd3QBxrtzlipvGIT8Dx6q/8KdNl6KKUmQ9JhYa+hV4iuNXRKPFp7APAe+sT4H9BO5wVAc+O+DKGUOggcB/YopX72tABKqZVoB2luYBawChiHDomwHUBEuqPjlLZTSl0y7vsdbev2ItLGjfgDhtzRaKfiVHR9hjisnJ6FPoRpFNq553KFqYdlWgO8hHZof48OAdET7Xy97oGcOPShW9OAzuj2/gnamesq9qzz/ena1mAouvyvoJ35jUluJ2nJT6t9ZYQIdFiBV9F9sj7wjlJqvkOe4ei4xj3QtnwE7XzOCM+gbTYa+Ar9pVjaR9rb2NjY2NjY2NjY2NjY2Nj8K7DDDtj8JxCRCsBR4HWl1OzM1ierIiLFgRPoEA7vZ7Y+mY0RdqChUqp4ZuviDjvsgHvssAPuscMO/Lewt4W6xw474J67sU/ZYQfcc7fO4VZgj6HusW3jnqzWp6zADjtgY4cdMI8ddsDmrsZwJt4HDEPHj/08czXKOohILuBD9GrQy+jQGH3QB5LNykTVbGxsbGxsbGxsbGxsbGxsbO4KbOerDSLii45T6o7bnmzxz2K8BgxGhxxo63wAmnHgk29aApRS8f+ceplKAnpr/1SgADoW6mbg/5RS5+DubRt3Vb37Zrdk5cx59bjXMu6J255+pgyQ1VYKFJnS0XshFq1u2lNsnyVyqnYuaImcrVutWbVqY+MpWW211fnhiyyRY9U4agVZbSy2AstWtBXKcgtqsgxZacWqVWS1MlmhT1YbQ7PSeJOVdIGs1/5sbGzMYcd8tQFYB8Sl8ZO115WngVJqqFLKRyl1v1Jqo4ssr5J22ePumLJ3GKVUrFLqaaVUUaVUdqVUPqVUK6XUYYdsv5O2bQbfccWtIUP1rpRqn5VDDtjY2NjY2NjY2NjY2NjY2GRt7JWvNgBd0KfTu8Oa4IBZk+VAtcxWIgvTEsiRxvWzd0oRi7Hr3cbGxsbGxsbGxsbGxsbG5h/Hdr7aoJQ6ltk6ZBZKqSvAlczWI6uilDqU2Tr8E9j1bmNjY2NjY2NjY2NjY2Njcyewww7YWIqItBcRJSKlHdJOGqfGJ36uJyJDRcTj9mfIHpGBfGEiEuaB3LyGTo96qpON9fyT7ciKujZ0WWj2fhsbGxsbGxsbGxsbGxsbm/8GtvPV5k7wNPC+w+d6wBD+2fbXzfjJKHnROtnO16yLVe3orqvr+PgE2nX6kDoNQhnzwTeprq8PO0Cter0JaTqAM2d0FJFWz75PcMO+NHxyYFLakD4Dad2oBYN69U9x/+RxH1Ll3oqMHTYqKe3dzt1pXrcJzzZ9iu+++tZrfbq9M43CJV9m1tzVSfn69JxAw3qd6NVjfIr7fzl8ggZ1OxIS3JFDB38DoPsbIwkJ7kiDuslpZnX57PMN1KrXm2athnD+/LVkOW/Noc5T4xgz5adUcrr1+5zCFXsya9GWpLQ2XWZS75kPqPPUOI4dP2Nan1OnL9LymeGENB3A7O/3ahkDviW4/WzGztmcSkartxdRt8NsGnWex5kL1wHo+v4y6rw6i+D2szl4/DwABQv6s2j+/7F9U2d8fVOeq3dv2fzMnvk0c2Y+Tbn7CrhN87SeevUYT+OQ1wmu1Y7tW/enyO+JnM4dhxBcqx1NGnTmqy9+TMprxr71m/SnXuN+1G/Sn/VhB0zLafPyWOo17kedBqFe1bdzXzAjA+Dcuav453+OE78nR4fxxMYAN27cpHTxxqxft9NyG2dGu3FXTqvq25Mx1FWaN/pAyjq3al7wxL7tXupHkwadqVe7PTUeezFFfivqyVM5Y0fPpmzJJgwd/InX9vXWNu7mqMyyjVV9CqwdJ+o36c+jNd/h6edHmpbj3Detqu/MlOM8hpqR4W7cyKx3rckfL6NmcC9q1evN9p2/eqwLuG57nsqxqi9cvXqdl18MpVmjLowdPduUDCvHLKveSSD1+4SV7c/G5r+E7Xy1SUJE0ortaRql1D6l1O//hOw0nnlEKXXkTj7TGRHxFZH/XGiPu6kd/VtY9sNOKpQvzuZ1Y9m67UiSwzCREWMWs2r5MEYPb8do4yVp8oTX2bR2DKE9n2Xi1KUc3HeA6Oholqz5gbi4OPbv3Zd0f9tXX2bqnOmpnjt1zjS+/Wkpz7R51mt9BvVtw7iRHZLy7Pv5KFFRMawNm01sbBx7dv+SdG340GnMXziKz74Yw/Ch0wDo1ac96zfNYcasoYwaMdO0LvHxCUybuZLN68YwYugrjP1QO5aXrT5AhfvuYfPSPmzdfYLzF6+nkDPo3eaMG5TSDgundiLsu16M6Nuajz75wbRtBg79jDkz3mH9TyPp9PRjLNt4jPtLF2TTvE5s2Xea85cjU8iYHPokG+d2ok+HOkxaqE9OD+1Yh83zX2P2sNYMnxEGQETELbp2X8ahwxdw5o0u1ek/cA2hA1bzRpfqbtM8rafR495l9fpPWfjFWMaNTT7L0VM5AHMXjGTVupm0ebFZUpoZ+wKsXTmCDatGEVKvkmk5C+f2JGz1aEYMfcWr+nbuC2bLNOnjZdSoVt4rG8+bvYSKFe9L8TwrbJxZ7cZdOa2ob0/HUHfjqjc2dqxzK+YFT+27YNFoVq2bSY9e7WjWvI7l9eSpnPYdWzN3QerNUplhG3dzVGbZxsqx2KpxYsOqUWxYNYpXXgqhebNqpuU4900r6tusLlbJgZRjqBkZrtIy610LYP5n69gWNo6vF/Vl/IffWdb2MqsvjHp/JoOGdOXHNTMI7dfJlAwrxyyr3kkg9fuEVe3Pxua/hu18vYsRkUoi8r2IXBGRGyJyTET6GdfCRGSLiLQUkX0icgtjpaiIZBORfiLyq4jcEpGzIjJBRHI6yS8rIitEJEZELonIZFwczuS4XVxEhqJXHQLEGVvLlYmyvS0if4pIpIhsFJGHnK6nCDsgInlEZIqInDbKdFFE1orI/cbW9j+NrJ8m6iQi7Y17RUR6GPaLFZFzIjJVRAKdnqlEZKSI9BWRP4FYoJpxzzsuyjDUsF2+DJZ5noicEZEqIrLZuPc3EenqIm91o3xRIhItIutEpHpGnuMkx20bMq7/q9pRBuq6sYisNOo4RkQOi0hPEfFNR66viMwUkQgRaehkv2Uics2w31YRqeN0b4br1R07dh+jUUhlAOrVfZhde44nXYuJuUWunNkJCPCnRvUKHDl6GoAype8BwM8vG76+Pvy8ey/BIXUBqFM/mD07dyfJKFSkMCIpV0Yiwtuvd6fdcy9x5vRfXutTtGj+FDJ27TxEg4Y1AAhpUINdOw4mXQu/FknxEvdQrFhhrodrx2PpMsVSlMesLleuRFC8WAF8fX2p9EgZdhirMXbs/ZNGwQ9oObUqsGvfyRT6Fi0ShDN+frrZREXf4pGKpU3pExcXz6nTl+j61sc0bTWE46cus/PgGRrWvBeA+tVKs+vw3ymeW6aYHlL8svng6+PjNi02NoHIyFup9AYIDMjBhYtRXLoUTUCe7G7TPK0nPz8/bZOoGB5+JPlF3lM5iPBah8E82/pdTp86l5TXTNvz8REaNR/Ei+3Gc/VqpGk5fn7ZjLLdMF3fkLovmJFx+XIEERExlC5V2LSNY2Pj2LXzEDVrVfJaH2cbZ1a7cdmWTJbJub49HUNdjqte6ONc51bMCx73S4PlS8J4qnX9pM9W1ZOncooUKeDSxplhG3dzVGbZxqo+ZeU4kcjyFbt4qkUN03Kc+6YV9W1WF6vkOI+hnspwJzez3rUASpcqwq1bcYRfjyZ//gDL2l5m9YUjv/zO+DFzadqwMzu3HzQlw8oxy6p3ElfvE1a1Pxub/xq28/UuxXC0bQfuBXoAzYEPgeIO2coDHwFTgCbAOiN9ITAQ+Ny4bzTQCVjkID87sAaoArwJtAfKGPelxSwgcS9GbeBx48cTXjb0egfoAJQElkraq0wnAs8Dw4BGQBdgP3oL+jngGSPfaAedVhhpI9G2WwO0BMahy7tCUscbbW/o1sv4/QewBOjsmMlw5nUCFiulrpFxAtH1shB4CtgNTBORpP9yROQRYCOQz9CnnXHfRhGp5CzQHRlsQ/Dvakfp1XVZQ/+Ohs7zgaHoNuASEckFfIuuj3pKqbVG+qPANiA/8DrwLPqQr7Ui8piTmHTrNS3Cw6MJDPQHICgwN+HXox2uRSVdA0hIuO3wdwIjxy6mS6emRFy/TkBAAAABgYFEXI9I85lDRg9n+fqVvPneWwzrN9gSfRy5fj2KgMA8AAQG5SH8evI/mbdvJ9+jVEqf++CBU+n25gumdSlYMJA/T14kOvomGzYe5Fq4zh8eEUNgnlxaTkAuwiNi3NomkdjYeOo8NY63B35JzeoVTOlz+XIEBw+fZPqUN5kwphOhE9cQHnmTwDz6+4nAPDkJj7yZ6tkJCbcZNWsTnZ+rmiK9/5S1vNW2Rrq6+/gkv/wn/iPgKs1MPbV5rictn3yTkAbJ3wd5KmfM+B5s2DyXnr1epW+fiUnXzbS9rxf1ZcOqUbRsXp0RYxeblhMbG0edBqG83XOm6fp2hRkZk6Yuo3vXFinkeGrjz+Yv54WXnrREH2cbZ1a7cSfbivr2dAxNCyvq3Ip5wUw9xcXFcfjwCao8+kBSmlX1ZHZecCazbAOp56jMtI0VfcrKcQLg4sVwRKBQoSDTcpz7phX17U2ZrJDjPIZ6KsOd3Mx61wLttHugcjeatBzM291aWNb2Mqsv7Nh+kF6hHZi/aDT9+04yrYsrMvOdxNX7hFXtz8bmv4btfL17+QDt6KmplFqglFqvlJqhlHrTIU9B4Gml1BylVJhS6qCxKq8N8IZSarhSaq1SagraMfaMiFQ27n0V7ah6Rik1Vym1AmgNpPnfhlLqDHDG+LhTKbVDKbXDw7LFAS2UUsuUUt8AvdEOwrRWdj4OLFJKzVZKbVJKfa+U6mU8/xaQuD/wj0SdlFKXRCQ/0BOYr5TqrpRapZSaCHRFO/1aOD1HgMZKqW+VUj8ppS4AnwAPOq14bI52Yrrec+ieAKCbUZdr0M7nq4BjcLXBwC2ggVLqG6XUt0AD4AbJq0UzQkbaEPyL2lFadW1cn66UmqCU+hEIQzvtxwBdXDjaMVYtrwEeBmoppX52uDweOA2EGPWwEh239g9gkJOojNRrKkSk97HfzrBk+Q4iDGdgRGQMeYNyJ+UJCsqddA1IsVKhZ985vNK2PveWLUpAYCCRkfqlMCoyksCgFAu7U5Evv15JWaNWTS5euKgLPPE76jfpb1ofRwID8xAZEaVlRESTNyjAsdxJf/v4JN8/dfLn3P9AGWrVrsLECQtM6eLr68ugfm1o/vQwVvy0B18fof6zE1jy434iom5oOVE3yOvwEumO7NmzsXlpHxbP7MxL7T8wpU9QUG4evL8EhQoFsXLVHsL2/MmSDUeJiNIrViOjb5E3ICfO9JqwipdbVOLeEsmrKCcv3M6DZQtRu0qpdHV3/Efg9m3lNs1MPX31zQQ2bp3PkIEfJ6V5Kid/fv2Pea3aVbhw/rLp+tay9LOeblWTFT/uNi0ne3Y/Nq8by+KFoabr25FVa342JSM8PIozf1/ioQdLppDniY3j4+NZu2Y7TZo+kZRulY1/OXIq09qNc5o3ZXKs7yHvL/J4DHXFJxOnel3nh385xcsdJlgyL5ipp00b9xJcN+X3i97Wk1k5znhT3+C9bRznqKxgG2/7lNXjBMDSH3bSqkUNr94nEvtmyyer0fDJgV7X93dLt1vSbryRkziGnjx1gfmfrTX1LuFKbma9a0VExLDoizCOH5rOjo0f0G/QAq/bXiKZNb+UK1eS+x8oQ5EiBZLSrBizmjTonGnvJM7vE7Pmrjb9LpuRd38bm7sdu+XfhYiIP/AE2tmY1vKsk0qp/U5pTdHb5b8xto1nM1aUJp6CE2z8fhz4y9HhpZS6DSy2pBBps0YpFefw+ZDxu6SrzAa7gfYi0l9Eqqa3jdyBmkB29IpER74E4oG6Tuk/KaVuOCYopcKAI+jVtol0AQ6acDzHKKU2OMi+BRwnZdmDgR+UUuEO+SKAZS70dYkHbQj+ve0oFSJSVERmiMgptP5xwAj0CunCTtn/B2wB/NGO198d5ORC2/pr4LZD+QVYS3L5E8lIvTrq2VlE9gBt8ucLYPpH3VhnHGITtvEQ1R4rl5Q3d+6c3LgZS1TUDXbtPs4D95cAYPa81YgI7V4KAeCx6lXZEqYPb9q8YROPVU+5YtKZyAjtZDhx/ARBQdoR1rvHM2xYNcqUPs7UqPkwG9brbbsb1u2kWo2Hk67lyx/ImTMXOHv2EgGB+oVv7Zrt7NhxgL79XwOgR892pnVp1aIGYatH07plTV59pQEbvu3J9HEvsW6LDkEQtvUY1SqXTtM+Sini4hIAvTr14YqlTenj75+DPHlyEhNzi7bP1+WJyiWZNrAl63f9oW2z+0+qPVQsxbNnf78XEWjXsnJS2uptJ9h24C8GvJ6hIYDrEbcoXDg3BQv6Ex0d6zbN03q6dUvflyePP7lz50rK66mcCOOfmePHThKUN8Cr+k78h2Dr9qOE1HvElBxd3/EABAb6m65vR5o0etSUjGPH/+b4b2dp1moIa9bt5423p3ls4wsXrvLX6fO0at6dLz9fyeABU2nfsbUlNi5b5p5MazfOaWbbjXN958qVw+Mx1BXdenT3us7Pnb9GQIC/JfOCp/YFWLZkA60cQg6YkeNOthl9HPFmnPDWNs5zVGbbxoo+ZfU4AbB0+U6ebvW46fcJx775ZtcWNAyp7HV9e/NuY5WcxDG0etXyPP9cHY9luJObWe9aPj6Cv38Osmf3IyjIn+iYm163vWvXIkyVyar55b7yJTl37hLR0TeIj08wJcOZHj3bsWrdzEx7J3F+n9i773dTcjL67m9jc7fznzsM6D9CPrRj/Uw6+c65SCuMdjZGu7gGkHjEdVEg9SktrtOs5qrT58SghamXfyXzFnAevZ18JHBVRBYAA9JxLiYuG0thK6VUvIhccbiOq3wOTAM+EB37NQ/aOdk9jee6w1WIglukLHt+N3qcR7eNjJDRNoSbZ/0b2lEKjJWty9BO1aHAr+jVwq2BAaRuX4+gy9HXWOHsSH7AF73C1XmVa9LzDEczZKxek1BKzQRmAlR9tJxq2bw633WeTJ0GoTRr8hhFi+Zn/4E/2LvvBJ3aN6Z/n/+jcYvB5MyZnXmfvgvAm+9Op3rV8tRv0p/g2hV5Y+AUcuTIQetGLXjokYoUK16MyeM+5J0+7/H5/IXMnzmX8GvhhIeHM3riON7s2JXr4eGICGMmpTzB1Yw+I8cu5ovFG1EKTl+Mo//AzuTMmZ2G9TrxSKUKlCh5D2NHzya0XycGDu5Ku7Y69PDEj0IB6PnueAICctO0YRfKlS/F1GkDTOvy1nszOHL0NKVKFObjyV3h1lVaNqrEdyvmUeepcTRrUJGiRYLYf/gv9h48Rae2tRk5eSVffL8LpeDshXD6dDlJVq0AACAASURBVGtCs5c+QkSvbpg65W3T+gwIbUPTVkOIj09g8jv1qVT+HjqsPUJw+9k0q12OooUC2P/rOfYePUunpx+j+6gVVK9YjJBOcwl+rBRDu4XwztiVBObOQYPX5lG+dAGgI9l8fZgyqTnlyxXg48ktmTl7D1UqFWX2vL3M+HQ3Y0Y0BmDM+E0ALtOqPPqAR/X0Stu+XA+PIiEhgeEjkodAT+V0aDeQ8GsRiAiTpyaFoTZl3wbNBpIrV3Zy5vRj7ox3Tcm5dSuOZk8NRUQQgakTu1rSF86eu0q/3s95JKNkiUJsC9N9skPnSQwIfd5jGxcrVpgtOz4DYMTwGdR6ojL58gVCXKQlNi5QOnPajas0q+o7X4VKHo2hrtLM6uOqzkuVLOz1vNBveG+P7KuUYueOQylsa2U9eSpn3pwlzJz+NdeuRRB+LYJJU/qa7pfe2sbdHJVZtrGiT1k9TkRExBB+PYqSJQpZ2jfvu7eo1/U9bFBbS9qNWTnOY2jhwkEey3CV5mm7sepdK0+eXDRqUJla9XqTkHCbQf1esKbtZVJfSOyb7V8ewI0bN+k/qHOmjllWvZO4e58w04ad06Z/+iM2Nv81JL0YIzb/PoxVi5HAOKVUPzd5woBsSqnaTulj0LFU67i6DzirlDorInOAhkqpFCvzRGQI2nFVRil10kg7CYQppdobn4eit7/7KaXiPSybAkYqpQY6pJVGH6LUQSk1z6F8KKXquZBRCngOvZ38Q6VUqIOM15VSsxzyPomOB9pQKbXOIT0b2jH3kVKqpzvdHPIHAn+jbZMPbeNixorUjJZ9nqFHcaf0FGUVkYvAKqXUKy7ub6mUKkA6ZKQNOTz7X9WO0qjrcujVpq8opRY6pA9Dh3Jw1mULcAAYC/RQSk12uCc3OnTCx8ACV3oopfYYeeeRgXp1R9VHy6ndWz9Mp9Tpc155Gno5NffIdq9lANz0K5Z+pgyQM+7v9DNlhHB336l4QN6i3ssA1PF96WfKAFU7F7REztatNS2RYwWW1fddSFbrU1bpYwVWlcmKMRSsG0etICvVk1XcjW04q2GPxf8O7Hnh38Pd2Kd8/FvtVUp5vkXEJtMpWOp+1TJ0TmarkSbz3nwiS7Yve+XrXYhSKkZEtgAvi8hw523w6fATEAoEOTobXbAd6CAiNRO3jBsrB5/PwDMSV6rmQjv47ihKqVPABBF5CajoQidHdqC3n79A8kFSoOOZZkPHBc3IMyNEZBE63EAe4AtPHK8eshF4UkQClFKRACISgD4sLKP6etOGIGu3I3d1nRjEMymkhYj4AS+5E6SUGi8iCcAkYyXrRCM9WkQ2A5WAnx1WuNrY2NjY2NjY2NjY2NjY2PyHsJ2vdy+90E647SIyAb19vCxQWSn1lrublFJhIvIFOlbnh8Au4DZQGngSCFVKHUefAt8X+E5E+gMX0YdQZeSEiSPG754i8iOQkLgK8J9CRLajt5QfAqLQ8TgrocsBepv7FeAFETmI3i7/p1LqimG/fiISDawEHkDHAd2CXhWbUT4hOe6rpwdtecL76IPA1onIWEChHaH+wHAP5JhqQ5Dl25HLugaOAqeAkYZDNQ7okZ4wpdSHRv6JhgN2gnHpPWATsEpEZqPDMxQEHgV8lVJ9M6CrjY2NjY2NjY2NjY2NjY3Nvxj7wK27FKXUbvSBSX8BU9BOw95kLIbny+gt388BS4Fv0PFJf8OIxamUigUaAfvRTsX5aAfWiAzI/8G4pxt65ePujJXKKzahV1MuQjtMn8Nhq7ixMvE1dEiAtYZOLY17B6Adac0M3fuit5I392RFo1LqIHpb+x6l1M8WlCmt59RDb3ufD3yG4XBWSh3wQI43bQiyaDtyV9eGLq3RsXEXoEMGbEKHp0hP5mR0XOHxItLHSPsZqIZ29H6EPmxsMvCwIdfGxsbGxsbGxsbGxsbGxuYux475amNzhxCRCujVla8rpWZntj42dwd2zFf32DFf3WPHfP1vkdX6VFaK7WfHfHVPVqonq7gb23BWwx6L/x3Y88K/h7uxT9kxX/+92DFfzWOHHbCx+YcRkeLAfcAw9NbzzzNXIxsbGxsbGxsbGxsbGxsbGxubO4HtfLXJEoiILyBpZLn9Lz606DVgMDrkQFvnw6tERADftAQopeKtUuZOP+9Ocpe3I9fcirFkNeQ95b1XJcutWrBixWoW40K5bpbI2br1tCVynnhih9cy9gw5ZIEmoIpZs7pYCt9jiRyrVjtbQXhsSUvk3CPWrL6xYhWPVeONVXLuics6K1bvRrLa6rocv/xgiRxLxpssNNZA1noXyGrtJitxN66mhKw1v9ytNraxuRsQkabokIC+wCylVKpQgyLyPDqMogIOKKXaevNMO+arTVZhHfqAI3c/WXttexoopYYqpXyUUvcrpTa6yPIqaZc9zmKV6qb3PBEpbfEz7xR3bTuysbGxsbGxsbGxsbGxsbExj7Fg62P0mT4PAi+KyINOecoB/YAnlFIPAe96+1x75atNVqELEJDG9ct3SpFMYDn6YKY7xd4MPO/snVDkH+C/3I5sbGxsbGxsbGxsbGxsbGzcUx04oZT6A0BEvgSeAo445Hkd+FgpdQ1AKXXR24fazlebLIFS6lhm65BZKKWuAFfu4PMigT136nl3kv9yO7KxsbGxsbGxsbGxsbGxsUmTYsBfDp/PADWc8pQHEJGt6NAEQ5VSP3nzUDvsgM2/BhEJE5GwzNbjTiAilUVkqIjkz2xdMhvDDkpELPmySETaG/JKWyHPW0SkpYh8LiLHReT2f6WN29jY2NjY2NjY2NjY2NhYTEER2ePw09mEjGxAOaAe8CLwqYjk9UYp2/lqY5M1qQwMAf7zztf/AK3R9b0D/a2bx8THJ9BuwLcEt5/N2DmbU11v9fYi6naYTaPO8zhz4ToAoz7dSPFGHzBo6rqUcjp9SJ0GoYz54JtUctaHHaBWvd6ENB3AmTM6gkP9Jv2p17gf9Zv0J2zDLgD69JxAw3qd6NVjfIr7fzl8ggZ1OxIS3JFDB38DoHPHIQTXakeTBp356osfU+T3RM7Y0bMpW7IJQwd/kto2b82hzlPjGDMl9ZeV3fp9TuGKPZm1aEuaaZbK8dDGbV4eS73G/ajTIJQTx08AMKTPQFo3asGgXv1T3D953IdUubciY4eNSjMtEU9s3KvHeBqHvE5wrXZs37o/KW/Bgv4smv9/bN/UGV/flOfd3Vs2P7NnPs2cmU9T7r4CbtMA4hNu0+6DdQT3XsLYxakPkWszejX1Q5cS3HsJx86Ep047ednavuBhfbdqN5Xg1uNp+PyHnDl7LVmOh/UNcO7cVfzzP8eJ38+aktHq2fcJbtiXhk8OTCHXinbjbRs+dvyMaTnd3plG4ZIvM2vu6qR8nrTh7m+MJCS4Iw3qJqeZkXP16nVefjGUZo26MHb07AzbxpX+rsppxjbOaVa2G09s4yrNUxlpjudezFHrww6Y0qfdS/1o0qAz9Wq3p8ZjL6bUx8Pxpuv7y6jz6iyC28/m4PHzyXI8HG9OnblCy3ZTCXluArPnrTZlm1OnL9LymeGENB3A7HmrLbVxZvRLd23PKttkxruNuzJ5Kue7b9ZQ5/F2BNdqx/JlYV7ZxlV9Z8Z4bmV9WzH2rVu7g7pPvErThp059uufXunjbJvM7N9WjhP1m/Tn0Zrv8PTzI1PdY/PvwS+7L/8rEZSlf4DLSqmqDj8znYrxN1DC4XNxI82RM8AypVScUupP9OHp5byxne18tbGx+UcQkRyZrcO/hNeVUg8qpdoBpo6gX7bxGPeXLsimeZ3Ysu805y9Hprg+OfRJNs7tRJ8OdZi0UJ/I3emZx/hs1LMp5fywkwrli7N53Vi2bjvC+fPXUlwfMWYxq5YPY/Twdox2eNlau3IEG1aNol796uz7+ShRUTGsDZtNbGwce3b/kpRv+NBpzF84is++GMPwodOS0ucuGMmqdTNp82KzpDRP5bTv2Jq5C0akts3qA1S47x42L+3D1t0nOH/xeorrg95tzrhBz6abZpkcEzZeOLcnYatHM2LoK8yeNpOD+w4QHR3NkjU/EBcXx/69yY7Ktq++zNQ501PIdJUGntt49Lh3Wb3+UxZ+MZZxY5PProuIuEXX7ss4dPhCqme80aU6/QeuIXTAat7oUt1tGsCyHSe5v3heNo1vzZYj5zh/NSaFrIW9G7Bh7FO83646U5YdSp32+Q7r+oKJ+p484gU2LelN6JtNmfjpWi3HZJ+a9PEyalQrb1rG5Amvs2ntGEJ7PsvEqUsBLGs33rbhjz75wbScQX3bMG5kh6Q8nrbhXn3as37THGbMGsqoETNNyxn1/kwGDenKj2tmENqvU4Zt46y/u3KasY1zmlXtxlPbuEqzbDz3co4KqVfJlD4LFo1m1bqZ9OjVjmbN6yTrY2K8Ce1Yh83zX2P2sNYMnxGm5ZgYbwaOWcKcia+y/puedGrf2JRtBg79jDkz3mH9TyPp1L6xZTbOrH7p7h3DCttk1ruNO9meypky+XNWrZvBqnUzmTJpkVe2ca5vs3K8Hc+trG8rxr7RIz5l5erpzP1sJCOGz/BKH2fbZGb/tkrOhlWj2LBqFK+8FELzZnfyqBMbG5fsBsqJSBkRyQ68ACxzyrMEveoVESmIDkPwhzcPtZ2vNukiIpVEZJmIXBORGyKyVUTqOFyfJyJnRKSqiGwz8hwTkebG9fdE5KSIRIjIUhEp5CRfichIERlgyLkhIptEpHIGdKsgIt+LSLhx3w4Raepw/VlDfiUX94aJyA4nPUaISE8ROSUiMSKyQkQKGz+LReS6iPwlIqEu5JURkUUicklEbonIfhF52ilP4hb6cobsKONZg0XEx8jTHphr3PKbkT9D2+RFZLmIpFoyZuh2W0S6eqjvfSLymYj8adj3DxGZJiL5nPIltoHHE9sAMM641lZE9hlljRCRQyLSJb2yuOABEdlg1Ms5ERmeaDMHPQqJyHQR+dso068Z2WYgIn5G3Z8UkVjj9wgR8XPIc0hEZjl8DhKReBE54yRrq4h8ndFCKaVuZzSvO3YePEPDmvcCUL9aaXYdTvnFXZliurr8svng66NNVqRAHlKuUYQdu4/RKER3u3p1H2bXnuNJ12JibpErZ3YCAvypUb0CR45qP7GPj9Co+SBebDeeq1evs2vnIRo01CFzQhrUYNeOg0kywq9FUrzEPRQrVpjr4cY/qSK81mEwz7Z+l9OnziXl9VROkSIFEHEuEezY+yeNgh/QZapVgV37Tqa4XrRIUKp7XKVZJseEjf38dMSNqKgbPFjxIX7evZfgkLoA1KkfzJ6du5NkFCpSOJUdXKWB5zb28/Mz9Ijh4UfKJ+WNjU0gMvJWKvkAgQE5uHAxikuXognIk91tGsDOYxdoWKU4APUfKcau4ynj2vtl89XPvxHHw2UKpE4rX8S6vmCivsuULGjYyTdJtpn6vnw5goiIGEqXKmxaRpnS9xi6ZMPXV+tiVbvxtg0/UrG0aTlFi6bcDOJpGy5dplgqu5iRc+SX3xk/Zi5NG3Zm5/bkvGmVyZX+7srpqW1cpVnVbjy1jas0y8Zzr+coc/oksnxJGE+1rp/02cx44yrN0/EmLi6BU2eu0rXPQpq+OJnjv/3tsW3i4uI5dfoSXd/6mKathnD8t78ts3Fm9Ut3dWeFbTLr3cZdmTyVU7ZscaKjbxIVdYOAwNymbeOqvs3K8XY8t6q+wZqxDyB37lwULVqIP35P/tfACttkVv+2cpxIZPmKXTzVwjm0po3NnUUpFQ90B1YBR4HFSqlfDP9CKyPbKuCKiBwBNgC9jbN6TGM7X23SREQeBbaht7+/DjyLPhxqrYg85pA1EFgAzAKeBi4C34rIBKA+8CbwrvH3xy4e1Q54Et0J2gNFgHWSRsxTEfkfsAWoZNz3PBAOrBCRxK+ZlwJngS5O994P1AWcl/W8AoQA3QyZdYxyfQ8cNMq/EhgjIk86yCsB7DR06QG0An42bNCK1HwPrEdvOV8CDANeNa6tABKXfPwf8Ljxc470mQZUFpHqTumdgWhgkYf6/g8djPpdoAkwHGhg2MCZIOBL4AugGfC5iNQGFgIbjbI+B3wKmImXsgRYa8j5HBgEDE68KCKB6PbwJDAUaA4sB6aJyFvpyJ4P9EXXdQtgHhBqpCeyAd02EqkHxALFRCQxIHceoBq6bu8Y4ZE3CcyjFxoH5slJeOTNVHkSEm4zatYmOj9X1b2c8GgCA/0BCArMTfj1aIdrUUnXEuUBfL2oLxtWjaJl8+qMHTWb69ejCAjMo3UJykP49eSX0tu3k/3MSikAxozvwYbNc+nZ61X69pmYdN1TOW7LFBFDYJ5cukwBuQiPiEkz/z8ux4SNY2PjqNMglLd7zuTRao8Rcf06AQEBAAQEBhJxPcKULmZs3Oa5nrR88k1CGjgPMa7x8Ul2oCQ6U1ylAYRHxRLobzhoc2cnPDqlQzc2LoHg3kt4Z/oWalYonDrt4RLW9QWT9Z2QcJuRk1bS5ZVgLcdEfU+auozuXVs45PNchv47gZFjF9Olk/4+0qp2420brlm9glflcsTsODF44FS6vfmCaTk7th+kV2gH5i8aTf++kzJkG1e4K6entnGdZk278dQ2rtIsG8+9nKNGjF1sWp+4uDgOHz5BlUcfSH6mF+NN/ylreautdkB4Ot5cvhrFwaNnmD7uZSYM/T9CB8zz2DaXL0dw8PBJpk95kwljOhE6YJ6R13sbZ1a/dCfbCttk1ruNuzJ5Kqdl6/o8Xq0tNau+yBtvtjFtG3DdpzJjPLeqvpP/9m7sA7hw4QrHfv0zRdgBK2yTWf3bynEC4OLFcESgUKHUX2Db2NxplFIrlVLllVL3KqVGGmmDlVLLjL+VUuo9Y4fqw0qpL719pu18tUmP8eit0CFKqW+UUivRztU/0M6vRAKArkqpOcYpcG8COdCOrNZKqRVKqTkYzlkR8XV6Ti6gsVJqiVLqK7SjLxDtGHTHe0A+476FSqnlaIfbCSCxA8WjnX0viUhuh3s7ox21XznJvAU85aRvE+BHpdQIpdRao2yX0I7RRIYCAtQ1dFmllOoIrEM7LJ2ZoJSaoJRaq5R6BziMDuSMUuoS8LuRb79Saofx43ppWUp+QtdNkrPZWL3ZAViklEp8c8iQvkqpTUqp/kqppUqpTWhHakegpohUcXp2HuBtpdQUpVSYUmonUBMIV0q9a5R1tVLqI6XU2AyUxZlPlVIjDRk90XXTU5IDX78DlAIaKKU+NZ7XG5gDDBE3B3aJSEW07UcYA+5qpdRQtEP8RRF5xMi6ASgjIqWMz/XRzuATxt8AtQE/I+8/hoh0Fh08/K/DJy6wZMNRIqJ084iMvkXegJyp7uk1YRUvt6jEvSVSf5/xwbwt1G/SnyXLdxBh/NMXERlD3qDkLhMUlDvpGpC0MiB/fu3MebpVTY78coLAwDxERkRpGRHR5A0KcNQ76W8fn8T79QtYrdpVuHA+Oc6Wp3KcmThhAfWfncCSH/cTEXVDy4m6QV6HF8KMMP6TVdbImfidaRtnz+7H5nVjWbwwlPEjxhIQGEhkpO7KUZGRBAYFeqRLImZs/NU3E9i4dT5DBrr6Di01jv+U3L6tXKZ98O1+QvouZcn2P4mIiQUgMiaWvLlTRi7J7ufLpvGt+apfY4Ys3JMi7f/ZO8/wqoqtAb+LTiABQUA+ukpRUUBpciFSpRdFrx1BFBBRUUR6EelcBASlKEVEvRevCiIICASw0ERpFrioqHQUQggghLC+H7NPcnJyTpKzszER532ePMmZPbP2mjVl76wzs6ZNnXI06zbPm7GQifbu88K7PHR3Xd5f9pWr9o6NjWf/gWPccH1Zdn3zMw92meiqzwD06T+Hh+5vxDVXlwTIdL95ddI0T/rwA53/5VpOIG768LQpb1PlugrUq1/DtZyKFctS5boKlChRlBw5cpj5Jp06BSOwngcP/e7KNv5pEya9z85v9nnWb8K1TbA0T+ZzD55R33z7s2t91q/bSvRttyTp07jrXNfzzZQFG7j+6mJs3P6rq/mmUGR+rq9UkmJFI1m2eicx63e66jPXVylDsWKFuOH6smzf+ZNnNs6qcRmY5rbfBNrm9+OnsuzdJpS9wpUzZuRrfLXjXb7e+V/GjHzNszG19OMtWTafB2vv5k26ZdncN2rM0zz8wAAmjp/HrfWqZcrGPlZ84u5dwqvx7eU8AbD4o020s6teLX9jrPPVEhIRyY9ZHfoucFFEcjkOLME4naL9sp92nHM+vnd+r1LVxID0XEDJgNstU9Wkr81UdR/mAKJb01AxGtioqnv9yiViVl5Wd1ZCAswCInCcmyKSD7PKdL6qng2Q+YnjsA2sxwq/e1zAONz8gzS3wKwGPemzk2OrFUA1P118LA34vAsom0ZdM4SzhX0mcK+I+L5W7IBZSTzTL2uG9BWRPCIy0Nm+fxZIAHynSlQOuH0C8FFA2hbgChFZICJtJHMnBC4M+PxvjMO3ql+dNgE/BalTUeD6EHJ9/XhBQLrv823O77XARZJXvzbGrHBdE5B2SFV9/eaSoKqznODhZapeW4Lpg9uyZrMJQROz5Sdq3VAqRf7ZH2xFBDq1DR7J47nO9YlZMZoZL/dktXN4wtp1O6l1S3JM8QIF8nH2j/PEx59l85Y9XFfFdH/fC9bnG76jwtWlqVP3RmLWmO3MMas3UavOjUkyrigSxf79Rzh48FjStrc458V2z+59FCqc/GIbrpxAnunTiZj3+jBj/AOs/sw0x9rPd1OrevmQdg1G357NvZHzzJ2ubKyqJCSYKSkqKoJ8+fNxS+2afLbWDMNPY9ZzS+3QKzjTIlwbnztnHKMFC0ZQoED+DN3jZNw5ihcvwJVXRnD69Pmgac91rM6ase2Z3iuaNdvNlraYHQepVSk5Qo2qknDBPEqiInKTP2/OFGlPtKlKk7rXeDMWXLb37Lc/Q0TodPetpt+4aO/dew6w538HadluGIcOnyAyMsLVuJw9b6XR5YHkxfqZ7Tc9n+nlSR++sWp51/NNIOH24VWfbGDjxu30H/hopuRcW6kshw4d4/Tps1y4kGjmm3TqFIzAet7e9GZXtvFPu61+Ve77522e9ZtwbRMszZP53INn1NUVrnKtz4eLYmjnhBx4pk8n1szu4mq+WfnFXr7Y/iuDHrvN9XwTEZGHghH5OHPmPPffUZv6t14ftm0iIvJSsGA+zpw5x4EDv3N9lbKe2TirxmVgmtt+E2ibqMiILHu3CdUfw5WTN29uIiLyUaBAfs6fv+DZmGrc8KYsm8+DtfeK1bOybO6rc+tNLF81i+cHdKVylQqZsrGP5s3cPRO8Gt9ezhMAi5ds4o52af1rb7Fc3gRdCWaxOBQBcmJWuA4JlsEv5masf7qqnne+FTwRUOS88ztweUDqk1pM2g3p6Jf6SGw4jHEQXwHEqepBEVkM9MCslrzbKTszSNlQ+gZL969DcUzohE4hdC0K+O/xPB5w/RypbeKW2ZjVqw8B0zD13qyq/rbKqL5jgCcdeV8ApzCnAb4fRN9jAY52VHWdiNztyPgAQETWAc+q6g7CI7CP+D77/tspDlyLcQKHqlMwfMtRAsM6HPa/rqonRGQ70EhElmCcvjFOvilO3kZc4lWvwWgbXZkuq74luvNsWtavSMlikWz7/hBbvztI1ztuodfopdSuWorGXecSfUs5hvdszOwPtjJj4RaOnzzLibizvDKvBm1b1+b9blNo0KQfLZvfQsmSRdi2/Ue2fr2Xrp1vZ+Dzd3N7m6Hky5eHea/1BqBJy8Hkz5+HfPlyM33OWEqVKk6+fHlo2rArN1WrTJmyVzFuzGz6DejK4KE96HT/AAAmvWzCJnfpNJjYE3GICFOmDUiqU42brwtLzrw5i5g1411OnIgj9kQck6f2N7ZpVo33l86jQfvxtGxSlZIlCrFt169s3fEzXe+vz6gpy3jng82owsEjsQx9tk3QtEzLOZnI0IH3hm3jc+cSaNl+OCKCCAx/aQYVq1Qib968dGjWhhtuqkqp0qWYMv4lnn7+Wd5+YwFvzJpL7IlYYmNjGTNpfNA0NzZ+6P7+nIyNJzExkREjeyW1Va6cOZg6uTWVKhbllSltmTX7S2pUK8nseVuZ+doWxo40BzSMnWC+nwtMa3C/04/rlKPLpB+J7ruIljXLUrJIAbb98Btb9x7jgUYVaTV0KYKxw9THG3AuITFl2vA7ubZMkcyPhcmPumrvJwa+Q+3q5WnUcSLRdSvywqjuYbd32TLF+GKtOVW5S7fJDOr3T8qVLR72uHyi9wxq16xEo+YDia5flccH38pNNap50m8y24enTerhSg7AqHELeWfhOlThl6MJDBzcLaw+3Kf3BCIjC9CiaXcqVirHtOmDXI2FwUN70PnBQZw9+wcDhySHFU+vTv76Hzx0nKED7w1aTze2CUwredUVme43A0b0dWWbwDTP5vNMPqPmzuztSh9VZdPGnUmfk9rbxbP36XHLiCqQlyaPzqNS+aLMnNrN1XwzqHcrWtw/hQuJibw8uRfVbqoQtm0G9buHFu2GceFCIi9P7OaZjYuWD8++Xo7LwDS3dQq0TdUwdfHq3SZUncKV81j3u2gc/QgAjzyafLyDV2Mqs/P5wUPHeX5Ynyxrby/mvnFjZhOzehNFihZm6qsDM6VPoG0G9L0ry8a3V3Li4s4QezKesmVSHP1isfytkPTiK1n+vjjb9OMwMVrnB8ujql+KyDygqaqWDiivwChVHeyX1hlzmFRF34pVJ9+bzmnv/uU/Bc6palPn81rnng2dz5ud6w0Cyg3HxAItrKpxTlpjzJb6mhhH2UVVjQ4olyF9/XTJpar1nc+HMStCQ22n36mq5xzdhgG5/VfYOjZsqKrl07pvRhGR+UAN4E5gN/CoE0bBdz2j+h7AhFx41K9sI8xqzy6qOs9P/1R9IECngpg4aU4TBAAAIABJREFUqeMwjvHSmoHDpvxsdo2q/uiX3gSzAruBqn4m5vC0REz4gWDsVtVTfratoKr7RKQnpo9fq6q+cA+IOeDsJ5xQCk7aRExs4WeBVzEO32IYR3B9TGzbHqqadDBXOIjIZ8AFXx/PCDVvKKWb33ZzflnAvSsFRpEInz9yl0o/059IvmNfZrUKyRQOXOzvjsPqzYqBwnl+ST9TBvjHPzamnykdvhy20wNNgFLe2FiKX+WJHK/a3Au86jdXyQZP5HhBtptvEg6kn+kvRnaysVf29apOeb8J3OjjDk/mm2w014DtN38Vstuc5ZWNvahXdtLlciVHRLutqupu65YlSylZ8QZ95KXADanZi9HtqmbL/mVXvlpCoqqnHQdoNeCrjDjKMkErESngCz3gOL7qAmPTKLMO6C0i5Z0wBTixZO8BvvY5XgFUdY2IfA+8BPwDeMBj/ZdjQiR8EySUgRt88V0ztrc3Na8CGzArfU9ituj7k1F9I0i9krSLG4VUNR74SESuxjjAi2Ji52aUf5KyP9wLxAM+z81yzArbX1T1KBnHFy7jXpxYwQ6+PrLWL20NxvHaHVir5turoyLyDSZGbE6yYOWrxWKxWCwWi8VisVgsluyJdb5a0uNZjHNqhYjMxmzNvhK4Gcipqv09us9ZYKWITMAc1PUCZtXtpDTKTAI6A5+IyDAnf0+gEubgrUCmY5x+vwHveaS3j6HAZmC9iEwD9mFWd1YFrnYOswqHb53fT4jIGxgH6A5VPZ9GmSRUdaOIfI2JZzpVVQOPzs2ovsuBh0VkJybO7Z1AvYxWQkRGYOLNxgAHMSELnsIcJBaO4xXgMSfMxRbMIWiPAsNV9aRzfRLG8f6piEzCrPgtAFTBrI5tH0yoqu4SkXeA4U6M2C8wjukhwDuq6r8s71PM6tommIPXfMQAvTCO3x8IA+cAr1rOx6KY+Mp3OZ+3qOrP4cizWCwWi8VisVgsFovFkn2wzldLmqjqVyJSC7Pt+2WgEGa14lfADA9vNR84jYlReiXGwXavqgbGRvXX7aCI1MdsY5+OcdpuA1qr6vIgRd7FOF/nqeq5INddo6q/iEhNYDgwGrMV/XfMQVpvuJC33dlu3w14DHM4XgWMkzSjvIsJPZAqtm0Y+j6JiZ/rWxG6DHNw2eYM6rAJ42ydhImdehRYSYgYwunQHpjqlD0JjARe9KvTSRGph3Es98PEgo3FOGHTc7Z3Bn4EHgEGYxzF4zBfAiShqnEishWojVkF62MNxvnqZtVrI0wYBH/edX53Aea5kGmxWCwWi8VisVgsFoslG2BjvlqynGCxVi/RfR7DOCIruYmj+ldDRD7HxLZtkG5my18WG/M1NDbma2hszNfQ2JivobExX0NzOcb2y042zm6xO23M19DYfvPXILvNWdkpzmp20uVyxcZ8/etiY766x658tVz2iMj1wDWYVYyLLmfHq4jkxYSEaIoJDxB0q73lMiJXLu+cRdkEz/5ZKubNMzc7vcgXxhunqVd44Tit+cKNHmjioRM3G42nbNdvAiOAu8SLelmnSmiym+PgcrSxF19YAhB7KHvIwLtnZuz5sp7IyU5f9lhCk93mm8sRa2OL5fLAOl8tfwdexTgiv8BsDf9L4sQ7zZFGFgVKYuoZC4xW1Q//DN3cICKCOaAqJKp64U9Sx3My0l6qmvhn6WOxWCwWi8VisVgsFovlz8c6Xy1ZjqrKJZbf8FLK/xOZAzycxvV1Tl0vqT095DbSiZEqIhVUdd+fo47npNteQMM/RxWLxWKxWCwWi8VisVgsWYF1vlosfx2GYw4kC8WpP0kPr9gK1Eonz8E/Q5FLxHAur/ayWCwWi8VisVgsFovFEibW+Wqx/EVwVoDuy2I1PENVTwHZ6EQkb7nc2stisVgsFovFYrFYLBZL+KQVj9DyN0NE1orI2qzW489ARKqLyHARKZLVumQ1jh1URDz5MkZEGjoyL+v5RUTaisjbIrJHRC56NXZEZLnTHiO9kGexWCwWi8VisVgsFosl67isnSMWSxpUB4YBf3vn6yWgIca2l/v80gHTjzYC+70QKCL3AdXCLXfhQiKdnpxDg/bjGTt1earrPQe8TfGqfXj9rc+S0hp1nEjDO/9Fo44TWfPZ98lyur5Egyb9GPuv/6aSs2btduo17EvjFoPYv/+3pPRDh44TUeQuftj7KwDP95lI04Zdee6ZCSnKf7NrL01ue4TG0Y+wc8f/ABg3ZjZXl23O8KGvpq5TmLqE0i8cfXo9PorG0Y/Q5LbkNLf6NGo+kEbNB3Jz3af5Z8dnPdMlXDkAZ8/+QfnSt7Nm9SbXcro9Mozoep1o3qQb/3nn42TbJF6k079WE913EeMWfp3KNveMWUmjfouJ7ruI3ftjU6X9cfYIV14ZwVtv3M2G9d3ImTNl2Oprri7C7Fl3MGfWHVS8tmjINC908aW5GVNTXl9N3dZjqNd2LBu+/CFZzp88pkK1U7hyQvWlzI6FO/45KmxdOj0wgOZNutGwfmfq3HJfpnR58+0Y6jXsS8t2wzh8+IQr2xw/fpIH7+tHy2bdGTdmtqe2cSOjXccXiW7an6atBrue+7y08c+/HKXtnSNo3GIQs+etDFuX556ZwO2NHyO6Xic2fL4tU7rc8+A4Gt4+gAZN+rF7T/Kj2pO5z2V7N7x9AI2aD2TN2u3JcsKcbwAOHTlJxNW92PvTUVcyQsn14hk+7PnBdGjWhiHPDUyRPmX8S9S4pirjXhidfL8n+9CuSSvaN23Ntzu/SUr3aix41U5Z8fy+1HK8etfyos+41afn09MpXvZBXp+70rUML+ZQL20cWKdwdYHg732ezlkePXstlr8Tl7tzxGK5bBGRvFmtw9+cx1T1elXtBPySWWEicgUwCXg23LIfrtxO5Wuv4tPFz/P5lr0cPnoyxfUhvVszfkjHVOVWLXyGmPf60Lh+FSPno01UrlSaT1eP4/Mvvk31cjRy7EJWLHmBMSM6McbvZWvyKx9Sp1YlAL7+6jvi48+wau1szp9P4Mstyf9IjRg+nTcWjObNd8YyYvh0ADo/0oG581Mv8nWjS7C0cPV57vnOrFk/h5mvD2f0yFmZ0idmxWhiVozmoQca07JVA890CVcOwLzZi6ha9doUOruRM3f+KFasnsU997VMts3GfVQpXZj1Ezrw2beHOHz8TIr7LOjbhJhx7XmxU22mfrgzVdqxI2uJiztHj14fsnPXEQJ5vHttBg7+hH6DVvJ499oh07zQxZfmZky98Z8NfLGkH+/O6s6EV80/TFkxpkK1U7hyQsnO7Fho3bJW2LrMf2sMK1bP4pnnOtGydQPXuly4kMj0Wcv4dPVYRg5/iHEvvefKNqNfnMWQYT34+JOZ9BvQ1VPbuJExZeJjrF81ln59OjJp2mJXdfLKxgCDh7/JnJlPs2b5KLp2vj1sXcaM783KNa+x4J1xjB83J1O6LJjbh7UrxzBy+EO8/OpHrmwDIeY+l+N71bKRxKwYTeOG5rtWt8/wya+tok6NCq5lBEvz4hm+4+vtnD59mkWffERCQgLbtiZ/EXb/ww8ybc6MFPl79XmKD1cvY9KMl3lpTLJjyaux4EU7ZdXz+1LL8eJdy6v3Prf6DOl/D+NHdcmUDC/mUC9tHFgnr977PJuzPHr2Wix/N6zzNRsgItVE5EMROSEiZ0XkcxFp4Hd9nojsF5GaIvKFk2e3iLR2rj8rIvtEJE5EFotIsQD5KiKjRGSQI+esiKwXkeoZ0K2yiHwgIrFOuY0i0sLvekdHfqrVek4Yg40BeowUkT4i8rOInBGRpSJS3PlZKCInReRXEekXRF4FEXlLRI6JyDkR2SYidwTk8W2hr+jIjnfuNdS3DV5EOgNznSL/c/KriJTPgD2WiEiq5VSObhdFpEeY+l4rIm+KyE+OfX8UkemOI84/n68P3OrrA8B459r9IvK1U9c4EdkpIt3Tq0sQrhORGKddDonIiMDQASJSTERmiMgBp07fi0g3v+vDMateARJ8tnWu7RSR1/3yFhKRCyKyP+Aen4vIu36fc4nIAOde50TkoIhMFJF8AeUiRGScY8vzzu9B/nUQExJBRaSdiEwTkd+cnwUiUjgcY6nqxXDyZ4BxwC5VfSfcghu3/kSz6OsAaFivMpu/3pfieskShVKVyZFDaHbPZO7r8RrHT5w2crbsplljMy00vO1GNn+5Jyn/mTPnyJ8vD5GREdSpXZlvvzP+5t9+iyMu7gzlyxUHYPOmnTRpWgeAxk3qsHnjjiQZsSdOUbrMVZQqVZyTsea8sRIliiKScqWjG11C6ReuPuUrlAIgd+5c5MyZ3P3d2MbHkqWbadOuoWe6hCvn/PkENm/aSd16KafpcOUgwqNdhtKxQ29++flQUt5Nu4/QtEZpABrdVIrNe46muE/uXDkBiD+bwI0ViqZKyx/xf5w/n8ipU+cIRlRkXo4cjefYsdNEFswTMs0LXXxpbsZU+TJFOXfuArFxZylyRQEjJwvGVKh2CldOUNku6+RjydLNtG9TJ/w6+covWkv7Do1c6/L773GULlWUnDlzUu2mCmzc9L0r23z7zQ9MGDuXFk27sWlDcl4vbONGRoXyVwEp54qssnFCwgV+/uUYPZ58hRbthrHnfwfC1iV37twAxMef4cabKmXKvrlz53JkneWmquXd2SbEmHKjT44cQrPWQ7iv0wSOHzfy3cw3v/0eT1z8H5Qv437OCpbmxTP8qy1biW58GwANGkXz5aYtSdeKlSieKn/Z8uUA0+45c+ZMSvdqLHjRTln1/L7Ucrx41/Lqvc9tW5UsWSTTMryYQ718fwysk1fvfZ7NWR49ey2WvxvW+ZrFiMjNwBeY7e+PAR2B34FVInKLX9YoYD7wOnAHcBR4T0QmAo2AJ4Dezt+vBLlVJ6AV0AvoDJQAVksaMU9F5P+AzzDboHsB/wRigaUi4vvqfzHmRPruAWWrALcBKb/ehoeAxkBPR2YDp14fADuc+i8DxopIKz95ZYBNji7PAO2ArxwbtAui/gfAGszW8EXAC8DDzrWlgO8r17uBW52fQ6TPdKC6iNQOSO8GnAbeClPf/wN+xbRdc2AE0MSxQSCFgH8D7wAtgbdFpD6wAFjn1PUu4DUgLEeiwyJglSPnbWAIMNR3UUSiMP2hFTAcaA0sAaaLyJNOttcB3x7M+iTbFiAG0/Y+GgLngVIiUsm5R0GgFqbtfCwABjs6tQbGAF1xbO2UywWsAB4FpmDs87pTh5T7cwxTAAXux/SNjk5aluC0YyfMOA6b2LgzRBXMD0ChyPzExp1JpwS8O6s7Me/1oe3t1Rg5ZamRE3uaqKgIIyeqALEnTyffIzY+6RpAYqLxPU+e9iG9erRJSj95Mp7IqIIARBUqSOzJ5H/sL15M9leratp1ClOXUPq51Wfo4Gn0fOJe1/r4OHo0FhEoVuwKz3QJV86bbyzh3geSplPXcsZOeIaYT+fS57mH6f/8pOT6x58nKsJxihbIQ+zplE7U8wmJRPddxNMzPqNu5eKp0iIKVkilmz85ciT/k+b7hy1Ymhe6+NLcjKmG9SpzXfQwmt83hae6mqkuK8ZUqHYKV06oPpn5sVDI1VhISEhg16691Lj5Ote6XHllFD/tO8rp038Qs24HJ2JPu7LNxg07eK5fF954awwD+0/21DZuZSQmJjJq3EK6d23hqk7gjY1/+y2OHbv2MWPqE0wc25V+g+a50uWeu/rQttUTNG6S/LrlxjbnzyfQoEk/nuozi7q1K7uyTci5z4U+777Vn5gVo2nbujYjxy00eV3MN5NfX0WvLslOcjcyguHFMzzu5EkiIyMBiIyKIu5kXIbuPXroSB55/LGkz16NBS/aKaue35dajhfvWl6997nRx0sZXsyh4N37oz9evfd5Nmd59Oy1WP5uWOdr1jMBs2W5sar+V1WXYZyrP2IcRz4igR6qOkdVl2OcNHmBNkAHVV2qqnNwnLMikpOU5AduV9VFqvofjKMvCuMYDMWzwBVOuQWqugTj/NoLjAJQ1QsYZ98DIlLAr2w3jKP2PwEyzwHtA/RtDnysqiNVdZVTt2MYx6iP4YAAtzm6rFDVR4DVGIdlIBNVdaKqrlLVp4FdwH2OzseAH5x821R1o/MTfNlVSpZj2ibJ2SwiuYEuwFuq6nsaZkhfVV2vqgNVdbGqrsc4Gh8B6opIjYB7FwSeUtWpqrpWVTcBdYFYVe3t1HWlqr6squMyUJdAXlPVUY6MPpi26eO3IvRpoBzQRFVfc+7XF5gDDBORXKq6n+T4p5t8tnU+xwAVRKSc87kRxtm71/kbjMM2t5MXMSvA7wEeV9URzj2nYvrInZK8evs+p+wdqjpZVVer6ijgReBJESkeUNf1qvqkU9epGIfxPRLqq/hLiIjkAWYC/1LV3Rks001EvhSRX3d9f5BFH28jLv4sAHHxZyns99ITCt/KvDtaVmfpJztp1Hwgi5ZsJM75hy3u1BkKF0oe0oUKFUi6BpAzZw5iY+PZf+AYN1xfNik9Kqogp+LijYy40xQuFOmvd9LfOXIEf/xMmjjflS7B0tzqM23K21S5rgL16tdwrY+PxR9tol2bOp7o4iMcORcuXGDVJxto3uIfBBKuPkWKmFVS9erX4Mjh35g0cT6N+y9m0YafiDtzHoBTZ85TuEDKiCh5cudk/YQO/GfA7Qxb8GWqtMP7P0qlmz/+/9hcvKhB044c+sQTXR4Yv5pGHSeGPabiTp3lrfc3sefzF9n4UX/u6T4ry8ZUYDu5lROYltVjYf26rUTfZr6TdqtLzpw5GTLgHlrf8QJLl39JpWv/z5U+FSuWpcp1FShRoqhntilYMH+mZPTpP4eH7m/ENVeXzFIbFypUgOurlKFYsULccH1Zfj9+ypUu//nvRNZ9/gbDBr+SKfvmyZObT1ePY+GCfgx78S1Xtgk297nVp0gRc6872tVl6cdbXM03sSfPsP/gCW6o/H/s+v4AD/aa7eo9IBiZfYaDcbieOmVeh+NPnSKqUFS6931t2gwqXVeZOvXq8uqkaXRs0T7TY+H9xRs8aadvvv05S57fl1KOl+9aXvSZzM6hACs++SrL51Av3x/9yex736SJ82nepJs3c5aHz16L5e+Gdb5mISKSH7M69F3gorO9OhfGabcKiPbLftpxzvnwrddfpaqJAem5gJIBt1umqklfM6nqPsxBQbcSmmhgo6ru9SuXiFl5Wd1ZCQkwC4jAcW4628EfBuar6tkAmZ84DtvAeqzwu8cFjEOujF++FpjVoCd9dvJb7VjNTxcfSwM+7wLKkkmcreYzgXtFxLdfqwNmJfHMcPUVkTwiMtDZUn8WSAA+dWRUDrh9AhDopdgCXOFsm28T7tb5ABYGfP43xuFb1a9Om4CfgtSpKHB9OvLXAhdJXv3aGLPCdU1A2iFV9fWLFpjVsf8NuKcvAn20X76fgS+C5MuNcVL7E9g/dmK+zCiRTh0uBc9jvhwZldECqjpLVWuqapmqVf6PGeMfYLVzaNbaz3dTq3r5dGXEnTJD8/MtP9C4QRViVoxmxss9We0E01+7bie1bqmYlL9AgXyc/eM88fFn2bxlD9dVKcPuPQfY87+DtGw3jE9Wb+OpJ0ZTp+6NxKwxWwxjVm+iVp0bk2RcUSSK/fuPcPDgMSKj/L+rSeaZPp1c6RIsDQhbn1WfbGDjxu30H/hopvTxsXjJJu5od6snuvgIR86RI8f59ZfDtGvdi3+/vYyhg6Zx4kScK33inBf/Pbv3UahwJM/06cSase2Z3iuaNdsPGDk7DlKrUnLkG1Ul4YJ5REVF5CZ/3pyp0iRHctiAYJyMO0fx4gW48soITp8+HzStRMlmnuhyY4UixLzXJ+wxlSOHEJE/D3ny5KJQVH5KFIvKsjEV2E4+wpUTmJaVYwHgw0UxtHO2w2dGl3Zt6rB25Rg6tK1L/X9c70qfayuV5dChY5w+fZYLFxI9sc3Ul7q7ljF73kpEhE4PJG8uySobR0TkpWDBfJw5c44DB34nKjIibF3OnTPjvGDBCAoUyO9aF1UlIcG8ckZFRZA/f15Xtgk297ltK59T4vMN39G44U2u5pvdPxxhz49HaHn/FA4djSOyQD5X7wHByOwzHOCW2jX5bK15lf00Zj231K6Z5j3Xrorhy01b6N3PhLzv+Uwv3lu+ONNjoe8zd3rSTldXuCpLnt+XUo6X71pe9JnMzqEAzZvdnKVzqNfvj/5k9r2v8yMdWLF6ljdzlofPXovl70aurFbgb04RICdmheuQYBn84lXG+qer6nnnm67A4wLPO7/zBaSnPsXEpN2Qjn6pj4uGwxgH8RVAnKoeFJHFQA/Masm7nbIzg5QNpW+wdP86FMdsy+4UQteigP++puMB18+R2iZumY1ZvfoQMA1T782q6m+rjOo7BnjSkfcFcAooDbwfRN9jAY52VHWdiNztyPgAQETWAc+q6g7CI7CP+D6X8qvTtRgncKg6hURVT4jIdqCRiCzBOHVjMP3Jt+W/kZPmoziQBxPSIa17Fsesys2obsH6B3jXRzKEiJQFBmHCJeSVlIeo5XWc6acC2z2Qts2q8f7SeTRoP56WTapSskQhtu36la07fqbr/fUZNWUZ73ywGVU4eCSWoc+2ocndL5E/Xx7y5c3N3MkmIkfb1rV5v9sUGjTpR8vmt1CyZBG2bf+RrV/vpWvn2xn4/N3c3mYo+fLlYd5rvSlbphhfrDVRHbp0m8xzg57immvLkC9fHpo27MpN1SpTpuxVjBszm34DujJ4aA863T8AgEkvm7DO8+YsYtaMdzlxIo7YE3FMntrflS5A0LQaN18Xlj59ek8gMrIALZp2p2KlckybPsi1PnFxZ4g9GU/ZMsX4w0NdwpFTqlRxPtv4JgAjR8yk3j+qc8UVUa5s06XTYGJPxCEiTJk2ILn/1SlHl0k/Et13ES1rlqVkkQJs++E3tu49xgONKtJq6FIEQQSmPt6AcwmJKdJKlupKrpw5mDq5NZUqFuWVKW2ZNftLalQryex5W5n52hbGjrwdgLETzHeQwdK80GXq4w1cj6lmt11HvbZjSUxUhjzTOsvGVKh2Cre9g6V5MRbc6KKqbNq4M4UebnV58tmZfPvdL5QrU5xXpvRwbZvODw7i7Nk/GDikW6b0CbSNGxlP9J5B7ZqVaNR8INH1qzJgRN8stfGgfvfQot0wLlxI5OWJ3agapi4P3d+fk7HxJCYmMmJkL9e6nDuXQMv2wxEx43vaJHftHXLuc2GbJi0Hkz9/HvLly83cmb2B867mmy+WmGdll97zGPR0K8qVLhq2jMC058fUDNs2wZ7hN9WoRt68eenQrA033FSVUqVLMWX8Szz9/LO8/cYC3pg1l9gTscTGxjJm0ngGPzeAyMhI7mrZgWsqXsv4qRM9GwsvDLnfk3YqWv7Pf37/GXK8eNcqfnXm+0xmxtSocQt5Z+E6048PHWdA37uyZA710saBdXp+WB9P3vu8mbO8efb2H/wGFsvfDclI/BXLpcHZph+HidE6P1geVf1SROYBTVW1dEB5BUap6mC/tM6Yw6Qq+lasOvnedE5l9y//KXBOVZs6n9c692zofN7sXG8QUG44JhZoYVWNc9IaY7bU18Q40i6qanRAuQzp66dLLlWt73w+jFkRGmo7/U5VPSfJBz7l9l9h69iwoaqWT+u+GUVE5gM1gDuB3cCjThgF3/WM6nsAE3LhUb+yjTCrQbuo6jw//VP1gQCdCmLiqI7DOMZLawYOhfKz2TWq+qNfehPMCuwGqvqZmMPTEjHhB4KxW1VPhWoDR+ZETOzgZ4FXMU7TYhhHb31M7Noeqvq6k3+sc78UfdCPg47z/99AbUd2MPap6m8i0hDj3G3mhLjw6dUZ0x8qOKvCw0JEPgMu+MZOGOV8+qRFDVXdFupizWrldMvyQeHcNjiFAxfLh88fuUulnykD5Es44Imc7KSPV7pkN/KufC3TMmq+cGP6mTLAl8N2eiJHagRGfHFJNhpTXpGdxmZ20gW808cLsludbHunQWxGjhv4c/ijWNorVDNK7PlMbzQD4CrZ4IkcL8huc7EXXLZjygOyW52ymz5ekCOi3VZV9WbSsfyplKx4gz7yUuCG2ezF6HZVs2X/sitfsxBVPe04QKsBX2XEUZYJWolIAV/oAREpj9mKPTaNMuuA3iJS3ueQcmLJ3gN87XO8AqjqGhH5HngJ+AfwgMf6L8eESPgmSCgDN/hWOuZ3Wf5VYANmpe9JzBZ9fzKqbwSpV2t2caOQqsYDH4nI1RgHeFFM7NyM8k9S9od7gXjMlnwwdXoS+EVVjxIaf9ueCri2BuN47Q6sVfPtz1ER+QZz8FVOUjojlwP9gEKqujqNey7HHJoV7xey4K/ANpLj3foTg4n/OxsTgsNisVgsFovFYrFYLBbLXxDrfM16ngXWAytEZDZwCLgSuBnIqar90yocBmeBlSIyARPb8gXMqttJaZSZBHQGPhGRYU7+nkAlzMFbgUzHOP1+A97zSG8fQ4HNwHoRmQbsw6zurApc7RxmFQ7fOr+fEJE3MA7QHap6Po0ySajqRhH5GhNzdKqqBh4rm1F9lwMPi8hOjJPtTqBeRishIiMwcUpjgIOYkAVPYQ4SC8fxCvCYE+ZiC+YQtEeB4ap60rk+CeN4/1REJmFW/BYAqmBWx7Z38vls20dEPgYSVfVLJ+1TzOrZJphDs3zEAL0wjl3fYWio6loReQcT8/UljE0vAuWBVkA/Vd0DvIVxWq92Vtdux4QruAZohzmUzt3RvyEQc3BYLedjUUzc5rucz1tU9ef0ZKhqLCYWbqBsgJ9VNdU1i8VisVgsFovFYrFYLH8drPM1i1HVr0SkFmab9stAIcxqxa+AGR7eaj4mbuY0jHN3C3CvqgbGvvTX7aCI1MdsY5+OcdpuA1qr6vIgRd7FOF/nqeq5INddo6q/iEhNYDgwGrOk8b8gAAAgAElEQVRV/XfMQVphB41R1e3O9vhuwGOYw+cqYJykGeVdTOiBVLFtw9D3SUz8XN9hS8swB5dtzqAOmzDO1kmYOLtHMYdMBY0hnA7tgalO2ZPASOBFvzqdFJF6GMdyP0ws2FiME9bf2f4RZmVwTyevOD+oapyIbMWECFjjV2YNxvkabAv+gxg7PYKJj3oO004rcOLSqmqCiDQH+mPatAKmv/+AOVwrQ071MGmECVXgz7vO7y7AvEtwT4vFYrFYLBaLxWKxWCx/IWzM178BwWKtXqL7PIZxRFZyE0f1r4aIfI6JbRsqHqnFcsmxMV9Dk530uRzjxYGN+Zom2WhMeUV2GpvZSRfIXrH0sludbHungY35GhIb8/XSctmOKQ/IbnXKbvp4gY35+tfFxnx1j135ask0InI9Znv3C8Ciy9nx6pxGfzPQFBMeoH3aJSyWS0zOPNnGyZOdXuq8JDv905XdbKylMt/3vHKaeuXE3brIEzGWvwj2n+NLT3b6AivbtXdhT8RkK7xymtpnr8UN2el99nKdtywWizus89XiBa9iHJFfYLaO/yVx4p3mSCOLAiUx9YwFRqvqh3+Gbm4QEzg0Z1p5VPXCn6TOX4aM9ANVTcyAHGt/i8VisVgsFovFYrFY/uZY5+vfAFWVSyy/4aWU/ycyB3g4jevrnLpeUnt6yG0Ej6GahIhUUNV9f446fxnS7QdAwwzIsfa3WCwWi8VisVgsFovlb451vlosyQzHHEgWilN/kh5esRWolU6eg3+GIn8xhuNNP7D2t1gsFovFYrFYLBaL5W+Odb5akhCRtXBZrWQNiYhUBzoAL6vqcQBnBeK+LFTLU1T1FPBlevlEZDgwDMjtxTZ4EWmIWRk6QlUvZlben42bfiAiVwO7gPxARVXdG4b99wHlQlyeqao9wtHFYrFYLBaLxWKxWCwWS/YhrbiGFsvlTHWMw7FIVityGdIQY9u/0/zyKnDSZdk7gFsDfiY417JtTGGLxWKxWCwWi8VisVgs6fN3co5YLJcVIpI3q3WwgIjcD9QAxrkpr6pfq+pG/x/gFuAwsCIjMi5cSKRT15do0KQfY//131TX16zdTr2GfWncYhD79/8GwJRXPqRu9HPUa9iXDZu+B+D5PhNp2rArzz0zIUX5b3btpcltj9A4+hF27vgfAN0eGUZ0vU40b9KN/7zzcab1ATh06DgRRe5i7w8HXcno+fR0ipd9kNfnrkyRN5x6PffMBG5v/BjR9Tqx4fNtrmT0enwUjaMfocltyWleynFjm3YdXyS6aX+athqclOZGTqPmA2l4+wAaNR/ImrXbk+UMeo/ozrMZN+fTVHLaPfUWt3WZTbNu89h/xHxHMfq1dZRu9i+GTFudXK/Ei3T612qi+y5i3MKvU8m5Z8xKGvVbTHTfRezeH5sq7Y+zR7jyygjeeuNuNqzvRs6cKcNzX3N1EWbPuoM5s+6g4rVFQ6Yl1enJOTRoP56xU5en0qXngLcpXrUPr7/1WXI9O00jusMEmv7zJfYfPOHaxsH6cTj9BuDs2T8oX/p21qzelCJ/OHLGjZnN1WWbM3zoqynyuqlTsDQv5hu3fbhR84HcXPdp7vjnKNdyLlU7eTW+w9XHy/kmWJobOfc8OI6Gtw+gQZN+7Nm9L0vrBCmfUeHq0umBATRv0o2G9TtT55b7UuTPrG1279nvSsbPvxyl7Z0jaNxiELPnuevHoeqVFTYONWd5JScrx0LgGPeiz7jVJdh7QDj2DTUfutUnO83FwWycVc86L54Loezl1TuJxZKViEgLEdktIntFpH+Q651F5JiIbHN+Hs3sPa3zNRsgItVE5EMROSEiZ0XkcxFp4Hd9nojsF5GaIvKFk2e3iLR2rj8rIvtEJE5EFotIsQD5KiKjRGSQI+esiKx3tt6np1tlEflARGKdchtFpIXf9Y6O/GpByq4VkY0BeowUkT4i8rOInBGRpSJS3PlZKCInReRXEekXRF4FEXnLGQTnnEFwR0Ce4c59Kjqy4517DXVOsUdEOgNznSL/c/KriJTPgD2WiEgqr4Cj20UR6RGQlp6+14rImyLyk2PfH0VkuohcEZDP1wdu9fUBYLxz7X4R+dqpa5yI7BSR7unVJQjXiUiM0y6HRGSEz2Z+ehQTkRkicsCp0/ci0s3v+nDMqleABJ9tnWs7ReR1v7yFROSCiOwPuMfnIvKu3+dcIjLAudc5ETkoIhNFJF9AuQgRGefY8rzze5B/HUSkoaNTOxGZJiK/OT8LRKRwuAZz2ukl4DkgNtzyIWSWBRoBb6lqYkbKfPjRJipXKs2nq8fx+RffcvjwiRTXR45dyIolLzBmRCfGOC9tb7y5mi/Wjufdt/oz4aX3+fqr74iPP8OqtbM5fz6BL7d8k1R+xPDpvLFgNG++M5YRw6cnpc+dP4oVq2dxz30tM60PwORXPqROrUquZQzpfw/jR3VJkS/ceo0Z35uVa15jwTvjGD9ujisZzz3fmTXr5zDz9eGMHjnLtS6h5LixzZSJj7F+1Vj69enIpGmLM9VOq5aNJGbFaBo3NNP+h+t2U6X8layf15XPvv6Fw7+lDIs8pV8r1s3tyvNdGjB5wQYAut55C2+O7pgi34cb91GldGHWT+jAZ98e4vDxMymuL+jbhJhx7XmxU22mfrgzVdqxI2uJiztHj14fsnPXEQJ5vHttBg7+hH6DVvJ499oh0wA+XLmdytdexaeLn+fzLXs5fDTlwvYhvVszfkhK/aeMvJf1i/rS74kWTHptlWsbB/ZjN2Nz3uxFVK16bYp7hSun8yMdmDt/ZCo7uqlTYJpX840bXWJWjCZmxWgeeqAxrVvWynbt5NX4zsr5JliaGzkL5vZh7coxjBz+EK9O+3eW1glSPqPC1WX+W2NYsXoWzzzXiZatG6S4X2Zt8/KrH7mSMXj4m8yZ+TRrlo+ia+fbPa1XVtg41JyVneY+t3ICx7gXfSYz7eT/HhCufUPNh271yU5zcaCNs/JZ58VzIViaV/a1WLISEckJvAK0BK4H7hOR64Nk/Y+qVnd+Xg9yPSys8zWLEZGbgS8w298fAzoCvwOrROQWv6xRwHzgdcw25aPAeyIyEeOoeQLo7fz9SpBbdQJaAb2AzkAJYLWIhNx2LyL/B3wGVHPK/RPjYFoqIr4nwmLMoUHdA8pWwZz2PiNA7ENAY6CnI7OBU68PgB1O/ZcBY0WklZ+8MsAmR5dngHbAV44N2gVR/wNgDSau6yLgBZJPsF8K+N6q7iZ5q/ehULbwYzpQXURqB6R3A04Db4Wp7/8Bv2LarjkwAmji2CCQQsC/gXcwE8XbIlIfWACsc+p6F/AaELYjEWOnVY6ct4EhwFDfRRGJwvSHVphDqVoDS4DpIvKkk+11YLbzd32SbQsQg2l7Hw2B80ApEank3KMg5pCqNX75FgCDHZ1aA2OArji2dsrlwqwSfRSYgrHP604dUn4ta5gCKHA/pm90dNLCZTzwvaq+6aJsKB4CBHgjowU2btlNs8bmu5SGt93I5i/3JF07c+Yc+fPlITIygjq1K/Ptd78AUL5cCc6dSyD25GmKFIlk86adNGlaB4DGTeqweeOOJBmxJ05RusxVlCpVnJOxjmNNhEe7DKVjh9788nPKoeNGn99+iyMu7gzlyxV3LaNkydTTWbj1yp07NwDx8We48aZKrmSUr1DKkZWLnDmTH7NeyXFjmwrlr0oly42cHDmEZq2HcF+nCRw/bvTctGM/TeteA0CjWuXZvOtAijaoUMp8l5Q7Vw5y5jD3LlG0ICnXpcKm3UdoWqO0kXNTKTbvOZrieu5cOQGIP5vAjRWKpkrLH/F/nD+fyKlT5whGVGRejhyN59ix00QWzBMyDWDj1p9oFn2dsU29ymz+el8KWSVLFEolv0LZK41OuXMm1dOLfhxuvzl/PoHNm3ZSt161TMkpUaIoIoGtFH6dgqV5Nd+4sa+PJUs3075NHddyLlU7eTW+s2q+CaWjm3rlzm2OpoiPP0vVGytm6Rwa+IwKuw87LFm0lvYdGqVIy6xtbqpaPmwZCQkX+PmXY/R48hVatBvGnv8d8LReWWHjUHNWdpr73NomcIx70Wfc6hL4HhCufdPqR3/1uTjQxln5rPPiuRAszSv7WixZTG1gr6r+qKrnMT6W9pf6ptb5mvVMAH4BGqvqf1V1Gca5+iPGceQjEuihqnNUdTnG2ZoXaAN0UNWlqjoHxznrePP9yQ/crqqLVPU/GEdfFMYxGIpngSuccgtUdQnG+bUXGAXgHND0GvCAiBTwK9sN46j9T4DMc0D7AH2bAx+r6khVXeXU7RjGMepjOMYhdZujywpVfQRYjXFYBjJRVSeq6ipVfRpzGNJ9js7HgB+cfNv8tnsH/489JcsxbZPkbBaR3EAXzEpF31tEhvRV1fWqOlBVF6vqeoyj8RGgrojUCLh3QeApVZ2qqmtVdRNQF4hV1d5OXVeq6suq6mYL/GuqOsqR0QfTNn38VoQ+jTkYqomqvubcry8wBxgmIrlUdT/gW8m6yW8bPRjnawUR8R0u1Qjj7N3r/A3GYZvbyYuYFeD3AI+r6gjnnlMxfeROSV69fZ9T9g5Vnayqq1V1FPAi8KSIFA+o63pVfdKp61SMw/geCfa2HQJHt06YLxK8pBPwtaruzGiB2NjTREVFAFAoqgCxJ0/7XYtPugaQmGjOQGt4241cV70nzdsO5amebTh5Mp7IqIIARBUqSOzJ5BfiixeTz01TVQDGTniGmE/n0ue5h+n//KRM6zN52of06tEmUzKCEW69AO65qw9tWz1B4ya1XcsAGDp4Gj2fuDdTugST49Y2iYmJjBq3kO5dW7iW8+5b/YlZMZq2rWszctxCk/fUH0QVNFFQogrmI/bUHwSSmHiR0a+vp9tdNVNdS7pn/HmiIhynaIE8xJ5OOSWfT0gkuu8inp7xGXUrF0+VFlGwQkjZYP5h9OEb6sHSAGLjzhBVMD8AhSLzExuXchVuKBITLzJq8jK6PxRt5HjQj8PtN2++sYR7H2hFIG77XyDh1ilYmlfzjVv7Hj0aiwgUK1YoU3L88aqdvBrfWTXfhNLRTb3On0+gQZN+PNVnFrXr3Jilc2jgM8qNLgkJCezatZcaN1+XQr/M2qZu7cphy/jttzh27NrHjKlPMHFsV/oNmudpvbLKxsHITnOfGznJfyePcS/6jFtdAt8DwrVvWjb/q8/FgTbO6mddZp8LwdK8sq/FksWUwiyA87HfSQuko4jsEJH/OovrMoV1vmYhIpIfszr0XeCis706F8ZptwqI9st+2nHO+fje+b0qYGvy90AuoGTA7ZapatJM7ZzovpHkVYnBiAY2qupev3KJmJWX1Z2VkACzgAgc56azHfxhYL6qng2Q+YnjsA2sR1JsS+f6XsC/g7fArAY96bOT32rHan66+Fga8HkXUDaNumYIVb0IzATuFRHf0qcOmJXEM8PVV0TyiMhAZ0v9WSAB8AVNrBxw+wTgo4C0LcAVzrb5Nm62zvuxMODzvzEO36p+ddoE/BSkTkUxS/bTYi1wkeTVr40xK1zXBKQdUlVfv2iBWR3734B7+gI7Rfvl+xn4Iki+3BgntT+B/WMn5suMEunUATDthmnvSar6bUbKZFBuXaASMC+dfN1E5EsR+XXXtz+zaMlG4hznUNypMxQulPw9SKFCBZKuAeTMmYO4uDO89c5a9uycwcZ1/2LAkPlERRXkVFy8kRF3msKFIv3vl/R3DmdFX5EipvvXq1+DI4dNLKkJk96nUfOBYesTGxvP/gPHuOH6suz65mce7DIxbBmhCLdeAP/570TWff4Gwwa/4lrGtClvU+W6CtSrn/wdSmblTJo435V9ffTpP4eH7m/E+4s3uJZTpIjR+Y52dVn68RYad53LopjviIs3jtJTp89RODJFRBAAnpu4ggfbVOOaMqlXJ//rvW007r+YRRt+Iu7MeSPnzHkKF0gZ1jpP7pysn9CB/wy4nWELvkyVdnh/4PSYEv9/8i5e1KBpRw59QqOOE1n08Tbi4s3jKy7+LIX9/rFJiz4vvMtDd9fl/WVfZaqt/Amn31y4cIFVn2ygeYt/ZEpOMNz2v2BpmZ1vMjsWFn+0iXZt6ries4KR2XaaNHE+zZt0y/T4vubqkmHr48OL+SYw7eCh313bOE+e3Hy6ehwLF/TjxRdmZFmd/J9RPtzosn7dVqJvS97Ulpl+7LNN21a1aNpqsKt2ur5KGYoVK8QN15fld2cnQ2brldU2DkZ2mfsyMxbAjPGiRSN59PGpmR5PD3T+lyfvAd98+3PY9g2Wltk53R8v5mIv5qxhL77lybMuK58LwdK8eiex/HXJkysnZUoUzNY/wJXO/8q+n27p1SsIS4DyqnoT8Alh7EoNhXW+Zi1FgJyYFa4JAT+9ME41XxuliCfpLI8GSBn0xTiqAAL/+00dAM+kBfPw++sXbCv+YYyD+ApHl4OY8AO+eKd3O2VnBikbSt9g6f51KI5ZERhoJ9+W8qKk5HjA53OktolbZmPa7SHncw9gs6r6x4LNqL5jMKtkF2BWFdcG7nSuBep7LDAGqKquw9i7DCbUwjERWSUiN7moV2Af8X329ZHiGGdnYJ188VkD2yAFqnoC2A40EpErMU7dGOenoZOtkfPZR3EgDyakg/89ffuRi/rlKxdEt80hdAvWPyDjfaQ3pv+/LCKFHae3zzsTKSKRoYumia/PvJ1WJlWdpao1VbVM1evLMePlnqx2Dj1Yu24ntW6pmJS3QIF8nP3jPPHxZ9m8ZQ/XVSlDjhxCRERe8uTJTaFCEZw+8wd16t5IzJotAMSs3kStOjcmybiiSBT79x/h4MFjREaZF74458Vrz+59FCpsqtv3mTuJWTE6bH127znAnv8dpGW7YRw6fILIyIiwZYQi3HqdO2empIIFIyhQIL8rGas+2cDGjdvpPzBlXPbMynmmTydX9gWYPW8lIkKnBxq7bicg6QX/8w3f0bjhTayZ3YXpg9uyZvOPpl5bfqLWDSkfK7M/2IoIdGobPMz4cx2rs2Zse6b3imbNdrP1NWbHQWpVSg5frqokXDDTX1REbvLnzZkqTXLkSS3cj5Nx5yhevABXXhnB6dPng6aVKNmMmPf6MGP8A6z+zHwHtPbz3dSqXj5N2QCz3/7M2PjuW+nbs7lrGwcSTr85cuQ4v/5ymHate/Hvt5cxdNA0TpyIC1tOMNz2v2BpmZ1vMjMWABYv2cQd7W7N1Fjwup06P9KBFatnZXp8u9EHvJtvAtNub3qzKzmqSkKC+a4+KiqC/PnzZlmd/J9Rn6zexuNPTXc1nj5cFEM7v635bvXxt80TPdrQtHH1sGVEROSlYMF8nDlzjgMHficqMsJVvwmsV1bbOBjZZe5zOxYgeYz/e/7znoynG6uW9+Q94OoKV4Vt32BpmZ3T3bZ3qLk4q+asYM+6rHwuBEvz6p3EYrnE/Ob8r+z7mRVw/QApF/qVdtKSUNXf/XZGv445EDtT5MqsAEumiMWsBHwFE/c0Fap6MYyd0GkRbEVfCQI6WQDHgauCpF+FiZfp7zB9FRND9hbMlvxPvVwRiImD+ymhT5Q/6OG90kRVfxeRhUB3EVmBcRgGnn6XUX3vxawQTors78Q9DXrrEPr8F7MytCDGiTkOWC4ipZ2VuhmlBCakgv9nSO4jv2Ocnk+HKL87A/eIwcQObuTI24Fx8BcXkX8ANUjptP8d+AMTGzgYB/3y/eTIDsa+DOgWDtdjxkGw8fMVxsmc7oF2/ohIXkx/WKaqv6WX35+2rWvzfrcpNGjSj5bNb6FkySJs2/4jW7/eS9fOtzPw+bu5vc1Q8uXLw7zXelOwYH6aNalOvYZ9SUy8yJAB91Lj5uvIly8PTRt25aZqlSlT9irGjZlNvwFdGTy0B53uHwDApJfNWXhdOg0m9kQcIsKUaQMypU/ZMsX4Yq35XqJLt8kM6vdPypUtHpYMgFHjFvLOwnWowsFDx3l+WJ+w6/XQ/f05GRtPYmIiI0b2AghbRp/eE4iMLECLpt2pWKkc06YP8lROuPYFeKL3DGrXrESj5gOJrl+VF4bc70pOk5aDyZ8/D/ny5WbuzN5w+hfaRlemy6pvie48m5b1K1KyWCTbvj/E1u8O0vWOW+g1eim1q5aicde5RN9SjuE9GzP7g63MWLiF4yfPcuLQ70zr2YC2dcrRZdKPRPddRMuaZSlZpADbfviNrXuP8UCjirQauhRBEIGpjzfgXEJiirSSpbqSK2cOpk5uTaWKRXllSltmzf6SGtVKMnveVma+toWxI82hMmMnmI0kwdIA2jarxvtL59Gg/XhaNqlKyRKF2LbrV7bu+Jmu99dn1JRlvPPBZtPXjsQy9Nk2PDHwHWpXL0+jjhOJrluRF0Z1d2Vj/378y9EEBg7uluF+U6pUcT7baEJQjxwxk3r/qM4VV0S56n/z5ixi1ox3OXEijtgTcUye2t91/wtMK361N/ONG13i4s4QezKesmWKZUpOsPnGi3byYnwPGNE3S+ebYGnhyjl3LoGW7YcjYsb3xKnDqHJdhSypU7BnVOkq4dlXVdm0cWfSZ38ya5tpk3pw7TUlw26nQf3uoUW7YVy4kMjLE7u5midC1SsrbBxqzspOc59XY3xw/39mus+41SXwPaBo+fDsGyzNbb+BSzQXJ5zyZFxWuDHrnnXB3vvCHQvB0sKRkdazzmLJYrYAFUWkAub/+XsxZ8EkISIlVdW3ELEd8F1mbyrpxbexXFpEZC1mFWmjUI4yEZkHNFXV0gHpCoxS1cF+aZ2BuUBFX7gAJ9/vQDlf6AERKQ/8DxirqkP8dEFVGzqfJ2BW+FV0whT4TobbBZxR1RTefxH5DuOciwYeUNW3A65nSF8/XXKpan0/G9wKVA8SysD/HsOBYUBu//AGTvmGqlre+XwfZnXhTeHE1vSTVxfYAKwHbgJKqeoZv+sZ1fcE8G9VfdwvbT5mVW0XVZ3nJy9VHwgh8ynM4VHF1cS3TS//cIzNBqjqWL/01zATUWlVPenkexK4TlWPBpPllBsAjAaiNDkGru9aa0zohNXACVW920nfhVlR3QS4VlV/cNIbYhy2TVV1dRr37IyJPXyjX8iCYPl88pqpiS/sX34uUMHX19NCzIFygV9MtAD6AQ8Cu1X1y/TkBMi8C7OK+E5V/SCj5WreXFG3fP5SOLcKyh+501oEnzHyJaT1Xc6fjxd1ym5kNxvrnq/Tz5QeBzJy1mH61HzhxvQzZYCtizz6XrpwYPSf8Mlufdir/mfnm9B4Ua/spItXZLc6ZTd9vCC71Sk7zX/ZqZ2yG5djv8lOukD208cLInLfslVVQx8EYMm2lLvuJh3wxpKsViNNHq9TPt3+JeZw98mYHc1zVHWUiIwAvlTVD0VkDMbpegGzKPHxtPwMGcGufM16nsU48FaIyGzMKsArgZuBnKra36P7nAVWOg7VvJgT3uOASWmUmQR0Bj4RkWFO/p6YmJStg+SfjnH6/Qa855HePoZitpCvF5FpmJWMV2C2rl+t5jCrcPCtyn1CRN7AbPXe4RfOIU1UdaOIfI1xNE/1d7yGqe9y4GER2YmJc3snUC+jlXAmiBIYh+JBzJL5pzAHiaXreA3gMSfMxRbMIWiPAsNV9aRzfRLm8KtPRWQSZqVrAaAK0EBVfScE+mzbR0Q+BhL9HJGfAokYJ+sTfveOwYTa+MXneAVQ1bUi8g5mZe9LGJteBMoDrYB+qroHeAtz6NlqEZmIWXmaB7gGM2l2CNJGrnEm3hSTr/OFBpiDxvYGlskAnTBfkgTGo7VYLBaLxWKxWCwWi8XiAWoOul8WkDbU7+8BwIDAcpnBOl+zGFX9SkRqYVYevgwUAo5hti7P8PBW8zFxM6dhnLtbgHtVNTD2pb9uB0WkPmYb+3SM03Yb0FpVlwcp8i7G+TrPLz6GJ6jqLyJSExMfdTRQDOOo2oWL4Mequt1ZydkNeAwT/7gC4W1Pf5fU2+TD1fdJzMrnUc7nZZiDyzaTMTZhnK2TMHF2j2IOmRoSRj18tAemOmVPAiOBF/3qdFJE6mEcy/0wsWBjMU5Yf2f7R5gwFD2dvOL8oKpxIrIVE9t2jV+ZNRjnq3+8Vx8PYuz0CDAIE5913/+zd97hURVfA34PMfQkSBUpUqQpgo0iQggJVYogKhZEigIqKhgkdALS+dEEBaI0AfnsCKLSI0W6SFUUFREp0pJNgxTm++PeJJvNbsjeXEzAeZ+Hh+zcuWfOnCl39uzcMxgHfZ015SaJSCtgMEabVsbo779hODOz5VTPLUSkFNAGmJvdHwA0Go1Go9FoNBqNRqPR5H102IH/AO5e979O5byI4YisbnHn3w2FiGwDriqlPMUj1WiuOzrsgGfy0utVdpHXbKzDDmSBDjvgET3feEaHHXBPXqtTXtPHDvJanfLS/JeX2imvcTP2m7ykC+Q9fexAhx24cblZwg7kBnrnqybHiMhdGK93jwZW3MyOV/NQpPuB5hjhAR7N+g6NRqPRaDQajUaj0Wg0Gs1/Fe181djBuxiOyO8xXh2/ITHjnebLIosCymLUMwoYr5Ra+W/oZgUREYwA0h5xPpRMY5CdfqCUSsmGnH/F/kkU4Yx6KKdiKMaJHMuwC71T4MZBSrueO2cBO2QAe1fYIoYHOtozLW7blnd23+Q1Chz+Kscy5l5+3gZNoG/FNbbIoZQ980Re2rVlFzdjnfLS8yUqsaINmsBtSdttkXMzktfWJXZgx9oR7Os3eWmtlZd00Wg0Nw/a+fofQCkl11l+0PWU/y+yAMjq29x3Zl2vqz1tpCnuY6imISKVlVLH/x11bhiu2Q+AoGzIeR5YeI08N0pf0mg0Go1Go9FoNBqNRmMB7XzVaNIJxziQzBMx/5IedrEXqHeNPKf+DUVuMMKxpx+s4tr212g0Go1Go9FoNBqNRnMTo52vGo2JuQP0eC6rYRtKqcfxRYIAACAASURBVBhgT27rcaNhVz9QSl0ALuRUjkaj0Wg0Go1Go9FoNJobl6ziGmo0AIhIpIhE5rYe/wYicq+IhItI8dzWRXN9EZEgEVEiEpTburhDRI6LyKLc1kOj0Wg0Go1Go9FoNBqNdbTzVaPJyL3AKEA7XzU3FKMGDadji3aMGDg0Q/rMydO4r2ptJo0en2UawKDQqTQP6sXAAVMypB8+dIyQpj0JDuzJwQO/ArBh/Q6aPvw8rZv35ujPf2TIn5ycQrde02gSEsbE/32aSdeNkftpFPQmwa2HcfLkeQCatRpKUMshNGs1lMhNu7zWByAh4TKVyrdk44adOdLlzxP/0P6xMQS3Hsb8RWu91mXShPlUqdiK8JHvZirPDjlW6tSh81sENh9M80eGp6VZkdOl6ySCWg6hSUgYR385mS7n1QU0eXQyE2d9m0nOy0M+pHTtUN5ftjUtrUO32QR2nELzJ6dx8tQly3Jmvr+Bhm0n0Kj9RLbv+c02XUqWLMyyxU+wfXNvfHwyhmauWqU48yM6sSCiE9XuLOExDbxr7949RxHYqButQnrz0fJv0vLmdDxtjNxvWY7H9rZLn2GfEdh9PpMWbMkkp8Nry2jaYz4tei/i5NloAPpP+ppmvRbwUNcIfttvvNjx6YwxTO3zBB9PC88kI/HyZQY/8iA/7zLa+5uFsxnSrj4r5/4vQz67+k1uzBPdnh1Cq5DeBDXuToMHns5YJxvmPrvmm9yazwFOn75I4eKPc+y3U7bWKS/ZBuxZB+SmbZq1GkqzVkO5v+HrdHpynNe2GThgCi2DXySwUTe2b/sxQ35v5Fy8GE3Xp8No06IPkybMtyQjq/FtRz+2IsOTXG/6zaBXQ+kQ8giPNm/LkYOHc1SnJR9uolHQm7TpMIozZ7yfQz09M72V0++lcQQH9iSkacZxZpecvLTus0sfb2R8/uk6mjzUjcBG3Vi1MjKT7hrNfwntfNVobjJEpEBu66D5dzmwbz9xcXGsWPcVSUlJ/Lh3X9q1Z57vyuwFczPkd5e274efiI2NZ33kfBITk9izO31RPSZ8DouXjmfJ8omMCZ8DwISx7/H12rksXDKOsWPmZZC18qud1Kheni0bJrHt+yNpi+pUxk78mDWrRjNhTDcmOC0i1389lk1rxhPUrL7X+gAsmr+C2rXvzLEuw8OXsGDe62z8dhy9urf0WpfuPTuy8IOxuGKXHCt1mjn1RTavn0hYaGemz/7SspylC0OJXDuBseHP8fa7xon1K9fup8adt7Hly0Fs232MM/9EZ5Azon9bJo/onCFt5tin2LziTcJeac3099ZblrP4o+18vyqMTyL6MOXdtbbp4nBcoW+/lRw8dDaT/V/qU5+hw9cRNmwtL/Wp7zHNSh9e+ME41myIoMvTbdLScjqegoPqWpbjtr3t0ue7o9SsVJLNi3qxdd8JzpzPGE57ZtgjfLewF4N6NGHGUuM07SlvtGLT/J783+Qn+XbxO5z4+RBX4uMJnfcJKUlJHD+yP4OMbSv/j9ur1kz7/HCHLnQfPQNX7Og3uTVPfLBsAms2RDBgYDfatG2SXicb5j6rclznm9yczwFmvLOSBvWq50iOXXPo9bKNHeuA3LbNpjXj2bRmPM89G0zbNvW8X5dM7s/aje+xdPkkJk9akJbXWznj34pgxKi+fLNuHmFDelmS4Wl8W7UNZOzHVmS4S/O23/QLfY2VG75m+ty3mTYh3fHmrT7JySnMifiaLRsmMjb8OSZN+8y2Z6a3cgYO6s7GzQuY934448dG2Conr6377NDHWxmzZn7Img3zWLMhglkzlmWqm0bzX0I7X/MwIlJXRFaKyCURSRCRbSLSxOn6IhE5KSIPisj3Zp6jItLWvP6G+eqyQ0S+FJFSLvKViIwTkWGmnAQR2Swi92ZDtxoi8oWIRJn37RCR1k7XO5vy67q5N1JEdrjoMVZEQkXkTxGJF5HVIlLa/PexiESLyF8iEuZGXmURWSYi50Tkioj8KCKdXPKEm+VUM2XHmmWNFJF8Zp7upJ9O/6uZX4lIpWzYY5WI7HOTXllEropIXy/1vVNElojIH6Z9fxeROSJyq0u+1D7wUGofACab154RkX1mXR0iclBE+lyrLi6yj7tJzxCGwun1/Q4iMltEzpv/lopIMZd7bxGRISLys1n3UyIyVUQKOuWpZMrrKyITROSMiMSY8gqbtllj1uuYiDzvUkZqW98jIpvM/nRaRMaktnUWdRYRGSDGOEo075stIv5OeQ6KyBdu7k21g/M4yHIMO+V7XYyxellE9rjLkxU/7N5LYHBTAJo0C2TPzt1p10qVKY1Ixp177tJ27TxISPMGAASHNGDXjgNp16IuxVC+wm2UK1ea6Kh0B0mRIoUoW7YUv/92MoOsHbuP0iLYmEaCmt7Drj2/pF2Lj79CoYL58fMrTIP6NTjy0wkA8uUTWrQdwdPdpnDxYrTX+iQmJrFr50EaNso45XirS1JSMn+eOEffV9+hdYdR/PLr317rUqZMiUz2tWJjT3Ks2LdypdsA8PW9BR+ffJbl+PoaoeJjYxOoU7uSIWfvH7QIrGXIaVSDXfuOZ9C3bJmATHWoXLGkKc8Hn3z5LMupVKEEV64kE+VIoPitRWzTJTExhZiYK5nyAvj7FeDsP7GcOxeHX9H8HtO8HlMivNBjJJ079ufEn6fT8uZ8PMVYluO2vW3SZ+eBkzRvWBWAZvUqsevQ3xnbpZzxuPO9JV9au/j6+hj6xCdSvlot/ji0j5r1GwNQs15j/jj4Q9r9yUmJHD+0jyp1HkhvuxKlENyMKRv6TW7NE6msWhHJox2bpdfJhrnPihzIPN/k1nwOcP68A4cjnkp3lM6RHLvm0OtlGzvWAbltm1RWrd7Fo+0aeG0bX19fAGJj47mnTrqz3Vs5Rw7/xpSJC2ndvDc7tx+wJMPT+LZqG9d+7K0MT3K97TcVK92RZmsfHx/LdbpwwUH5ciXw8fGhbp3K7Nj5s23PTG/lVKpczqxTev+1S05eW/fZoY+3MqpUKU9c3GViYxPw8y+SqW4azX8J7XzNo4jI/cD3GK+/vwh0xji8Z72IPOCU1R/4AHgf6AT8A3wmIlOBZsArQH/z73fcFNUNeAToB3QHygAbJIuYpyJyO7AVqGve9yQQBawWkdSfHr8ETgF9XO6tCTQFXH9ufw4IBl42ZTYx6/UFcMCs/9fARBF5xEleBWCnqcsAoAPwg2mDDm7U/wLYCHQEVgCjgVTn3Wog9ee9J4CHzH+nuTZzgHtFpL5Lem8gDljmpb63A39htF0rYAwQYtrAlQDg/4DlQBvgQxFpDCwFvjPr+jjwHlDMzf12MRNQwDMYdu1spjmzFBgOfAi0BSYAvTDt48IQDDs8D4wEumD0my8w2qoTRt9YKCJ3u7l/BbAeo/4fAiNMOVkxDpgGrAPaYziyu2P07dT5cg7QzhwHzvQB/gDWQPbHsIj0AmYAm0xdF2G0ZQZHe1Y4oqPx8/MDwM/fH0e0I7u3phEdHYuff1EA/AOKEhWd/sX+6tWraX8rpdL+Pnv2Akd//iNT2IGoqDj8/QsDEOBfhKjoOKdrsWnXAFJSDNmfLBvMpjXjad+2PpPGz/danyWLV/HUs2lTg2Vdzp93cODQcebOeoWpE3sRNmyRJdu4wy45Vuxr/J3CuEkf06dXa8tyEhOTaBISxmuhETSsX8PI64jHv2ghQ45fIaIc8Vnq7yxz3Iyv6fNcoGU5QY1qUCtwFK2enslrvYJt0yUr8uVL/yKS+qXEXZq37T1xygA2bVlI6MDnGTxoetr1nI6nsZM+tizHbXvbpU/MZfyLGi9q+BctSFTMZVxJSbnK+Pc30/vxB9PSHhuwnNYvfUDNeo1JiHVQsIhh40JF/UiITZ/7dqz+lPqtO2aS6Q47+k1uzhNJSUkcOnSM++6vlV4nG+Y+K3LS/06fb3JrPgeYMXsl/fq2y7Ec1zrlNdvYsQ6wq045kfPPP1GIQKlSAZbGQpfHQ2n/yCsEh6Qvx72Vs2P7AQaG9WDxsgkMHTzDkoyssKMfeyvDk1yr/Wb8yLH0fOlFy/qULOnPH8f/IS7uMpu+O8ClqDjbnplW22rk8Nm8/MpTtsrJa+s+O/TxVkb7js14qN4zNHzwaV56pUuW9dRobna08zXvMgU4AQQrpT5VSn2N4Wz6HcOJlIof0FcptUAp9S2Gs7UA0A7oqJRarZRagOmcFREfMlIIaKmUWqGU+gjD0eeP4Rj0xBsYjqGWSqmlSqlVGI60YxjOK5RSyRjOvmdFxPlnrt4YjtqPXGReAR510bcV8I1SaqxSar1Zt3MYjtFUwgEBmpq6rFFK9QQ2YDgsXZmqlJqqlFqvlHodOAQ8bep8DvjNzPejUmqH+c/99qeMfIvRNmnOZhHxBXoAy5RSqU+mbOmrlNqslBqqlPpSKbUZw2nZE2goIve5lF0UeE0pNUspFamU2gk0BKKUUv3Nuq5VSr2tlJqUjbpYZbNS6lWzrFnAfKCLmJ4IczdnF+AlpdQYU69ZGO36mGTecf2bUup500bTgVUYTvpJZl3WYThur2I4l115Tyk1ztQnFKNPhbruxk3F/MEhFFislOrnVG5foDHGmAJYAiSYZafeWwp4DIhQ6SuWa45h06EbDqxRSvVQSn2rlJpt6pG22/Za+Pn7ExNjdLHYmBj8A7J9axr+/kWJccQC4HDEUSzAL+2a86/e+cwdaOMmvM7zzw5h6uRFPGTuwJky/XOatRrKilU7cJjOC0dMPMUC0qeAgIAiadeAtF/jixc3yuvUoSFHDh/zSp/k5GTWr9tOq9YPp6VPn/qBJV0CAopwV80KlCoVwN13VeTCxRivbeOJnMqxWqdUQgcv4LlnmvH5l9sty8mf35ctGybx8dIwnu3+P5p1nsqKb37EEZtgyIlNoJjTl4CsCB39Cc890ZDPv/7BkhxHTALLPt/JL9veovuTDxH8eM51qVqp1DXzOn8puXpVeUzztr2LFzd2VzZqfB9nz5zPUXs7j6fV3+y2r71t0ie410JWbPoJR6zxeI2Ju0Ixv7QXINIYOHUNXdvVpWqF9N+DP5/+NNuXvsiXcyZTqKgfl+MMGyfExVKoqDH3pSQnc2THZu5u1CyTTGfWLZ1nSx+uWqlUrs4Tm7/bS2BT4zc9u+a+/Qf/sGW+qVqlbK7N51FRsZz8+xx331URgPcXrs31OdRu26SS03XAu9Nn5wnbfPnVTjq0M3bVWRkLH306le+2LWbU8PT9Jt7KqVatIjVrVaZMmRJpaXaMbzv68aHDf9K1x1RL49udza30m/dmz6V6rRo0aNTQcr/x8fFhxJAutO00mtXf7qH6nbfn+JmZipW2mj3zQ2rWqkyjxvfZKseOdV+rkN62zDV26GNFxoSx7/HDgU/Yd/BTJox9z6Ncjea/gHa+5kFEpBDG7tBPgKvmq9q3YDjt1gPOW3PiTOdcKj+b/69XSqW4pN8ClHUp7mulVNrPZ0qp48AOjB2fnggEdiiljjndl4KxW+9ep1e0I4DCmM5N89Xy54EPlFIJLjLXmQ5b13qscSojGcPBW8EpX2uM3aDRqXYybbUGqOv8urjJapfPh4CKWdQ1WyilrgLzgKdEJPX9xI4YO4mdA2JmS18RyS8iQ8V4PT8BSAJSTySp4VJ8EvCVS9pu4FbzVf12nhyONuNq24MYPwSUMT+3BhKBT13qvta87rrl7BuXz+76xCWM3d4VyMzHLp//D8NRXduD/g2B/BiObtf7kjHGJKYjfSnwgtNu2O4Y43MBeDWGy5v/XHX9zCzTLSLS2wxPsOfC+Qs8UP9BtkYa3WPLps08UP9BT7d6pEHDe9i00XjdbNOGndRrcE/atVuL+3Py5FlOnTqX9spQg4fq8O36CAYN6UWNmpUBeHPAY2xaM565b7/MBvNQncjvDlLvgWppsooUKUjC5URiYxPYtfsXatU0mi514bht+09UrlLeK33Onr3IXyfO0KFtP/7vw68ZOWw23Xt2tKRL4cIFKFq0IPHxV/j77wv4+xX22jZ22diVAaHdLNt3/qK1iAjdng223E5KKZKSjG7p71+Ye2pXYtNnocyd/CwbthrDM3LbUerdWylLOwDM/3Croc8TD/Hmy60sycmXTyhcKD/5899CWL/W1K5ZLse6ZIdoxxVKly5CyZKFiYtL9JjmbXs7zC8zvxw9TkAxvxy1t/N4Cg6qY19726TPxvk9mDO8PRt3/W7YZ/cf1Lu7XMZ2+WIvItCtffrvclcSDX2KFspPgUKFqVz7fo7u2QbAz7u3Urm28YU35uJ5Lp49xez+3di9ZgUr5kwm3pExjitAi659bOnDkPPxnYoVOStXbKKDGXLAar9xnfvuqlnRlvnG2zrZOZ8f/eVvfvn1FG06jGLdhh/Zu++3XJ1Dr4dtLl0ydirmdB3w8oB+uW4bgC9X7aRTB2tj6soVY+4tWrQwRYoUSsvrrZw7q1fk9OlzxMUlkJycYkmGO6yOTed+fPrMJfz8Cnstw5PNve03kes3sWfnbvqHvQHkrN90aNeAyLUT6Ni+IY0fvivHz8xUvJWzft12duzYz+ChL2Soqx1y7Fj3rdkQYctcY4c+VmQUKOBL4cIFKVKkEImJHr/aaDT/CW7JbQU0bikO+GDsjhvhLoOT0yfKOV0plWj+6nTJ5ZZE83/XrSWZTxMx0ty9xu2sX6b4psAZDOfSrYBDKXVKRL7E2Dn4PsaO1eJkdEam4klfd+nOdSiNETqhmwddSwDO79BcdLl+hcw2scp8jN2rzwGzMeq9SynlbKvs6jsBeNWU9z0Qg+Gk+9yNvudcHO0opb4TkSdMGV8AiMh3wBtKqQNcH9zZFtL1LY3h3IzDPSVcPlvtE6m49u3Uz+VcM5qkbq3KEGZCKZUsIhecrgO8C7wEPCIiqzF2dH+hlPrHSVZ2xnDqjyEZdHUq0y1KqQiMHzeoe/+9qs59dSlQoAAdW7Tj7jq1KVe+HDMnT+P1QW/w4eKlLI5YSNSlKKKiopgwfbLbtPvur0XBgvlpHtSLOnVrUKHibUyaMJ+wIb0YPrIv3Z4ZAsD0t42wy5MmzGfThp0UL1GMWe9mPCG3fdv6fN57Jk1CwmjT6gHKli3Oj/t/Z+++Y/Tq3pKhg56gZbuRFCyYn0Xv9QcgpM1wChXKT8GCvsxZMJFy5UpnW59y5UqzdccSAMaOmUejh+/l1lv9ISnGki7DwrrQusMokpNTeHtqb2p7aZtFC1YQMfcTLl1yEHXJwYxZgwG8trEnOVbq9Er/udR/sDrNWg0lsHFtRo94xms5V64k0ebRcEQEEZg93Qhl3b5FXT5fvYgmj06mTUhtypYJ4MdDf7H3wJ/0eqYx42Z+zfIvdqEUnDobxcg32vHK0OXUv7cSzTpPJbBhNUa/2cGSnBZNa9Go/URSUhQjBrSlVdDdOdYFHuEWn3zMmtGW6tVK8M7M9kTM38N9dcsyf9Fe5r23m4ljjcOIJk4xfvt0l+Zte/foNpyoSw5EhJmzh9g2nhbO629Jjsf2tkOfuBO0D6xBj/VHCOw+nzaNq1G2lB8//nyavT+dolenB+g3fjX1a5cjuNdCAh+4g/CXg3lq0CdEx1wm5epV2vaZSsWatbklfwGm9nmC8tXu4tbbbuebhbNp06MfgxeuBOCr96ZzZ916FPYPYNvKj9j82RLiHVHEx0Tz1Jtv2daHh0wekyvzhFKKnTsOpn3OSb9xnfvsmm+GjHkzV+bzihVK8X2kcShQj94zGBb2ZK7OodfLNlGJYMc6ILdt43DEExUdS8UKpSyNheeeGUx0VCwpKSmMGdsvbSx4K2f4yL507zqMhITLDB3R25IMT+Pbio3d9eM7Kpb22r7u0rztN8MHDsHPz4/H23SkarU7mTxrquV+8+ob8zjy0wnuqFCad2b2Rfyr2PLM9LatQvtPwc+vCK2b96Fa9TuYPWeYbXLy2rrPDn28lfFin8cJDuwJQM8XMhxxotH855DsxKbR/LuYr+k7MGK0fuAuj1Jqj4gsAporpcq73K+AcUqp4U5p3TEOk6qWumPVzLdEKdXN5f4twBWlVHPzc6RZZpD5eZd5vYnLfeEYMTWLKaUcZlowxiv1D2LE/7yqlAp0uS9b+jrpcotSqrH5+QzGjlBPr9MfVEpdMXUbBfg677A1bRiklKqUVbnZRUQ+AO7DeAX9KPCCGUYh9Xp29f0bI+TCC073NsOIV9tDKbXISf9MfcBFp6JAkFnmrUB5c6futeoyF+iglLrdJf0gcMGpPwRhxCttYYaHSM3XHcOWlZVSx0VkIvA6Rjxfd5wyHfaVMGKnvqiUet9JXjju2/A4sFUp1dUlX1Wl1O9O+UIwdp02UUptddK7mVIqUoxYwqsx7LnB6b5bMMIMvG2GL0hN3wxEY/TrdUCIUmqjeS27Y7gi8CfQy6WfpJa5TCnV3YO9AMP5+u3W9VllyRbF8p+4dqZrUDDp72tnygaXfT35x70jr+ljB3bVyTaishMS+8bigY727MzYtq1hjmXkufa2CfWLu99vvWPe5eevnSkb9K245tqZssHlUt6/cXC9yGv9xo45NK/VyS7ssE1UYo5f4ALgNtluixy7yEvPXrvIS/34jMre2x7Xwq5+czO2t13cjOvZwr4P7FVK5Z0Hpybb3FGrjhqyeFVuq5ElLzWolCf7l975mgdRSsWZDtC6wA/ZcZTlgEdEpEhq6AHT8dUQmJjFPd8B/UWkkhmmADOWbBdgX6rjFUAptVFEfsY4xOhh4Fmb9f8WI0TCYTehDKyQuluzUJa5PPMusB1jp280xivrzmRX38IY4QSc6WFFIaVULPCViFTBcBSWwIidey3+BMqISCkzHi4iUhUj7MH3FlT5FggDApydm9eRJ8nYj58CYjHCIbhjB8Yu2qcwfjBIpQvGXBnpkv9djPADtwK/pDpewasxfBLjYLUnMUMWmHRGz88ajUaj0Wg0Go1Go9Hc8Ogv93mXN4DNwBoRmY/xKnRJ4H7ARyk1OKubvSABWCsiUzDic47G2LE3PYt7pmPEuFwnIqPM/C8D1TEO3nJlDobT7zxGLEs7GQnsAjaLyGzgOIYzrDZQxTzMyhuOmP+/IiKLMRygB5RSiVnck4ZSaoeI7MOI6TlLKeV6ZHJ29f0WeN7cZXoMYydto+xWQkTGYMRa3QScwghZ8BrGQWLZcbyCEa/0LWCpiEzD6H9DMNrRa8zdpcsxYr5Ow7DDVaAS8AgQppT6xYpsD7xovtq/G+PwtheAcKVU5sB/hn4XRWQqMERE4jBi89YCxgJbyRzT9jNgBsaPCqFk5ppjWCl1VURGA++LyEIMZ/2dwGAyhsvQaDQajUaj0Wg0Go1GcwOiD9zKoyilfgDqAReAtzEOJZoJ3IPh0LGLDzCcSrOBxRg7IkOUUq7xO511O4Vx+vthDMfqpxgxLtsqpb51c8sn5v+LlFJX3Fy3jFLqBEZIg/3AeIzXv+dgHHa0MYtbPcnbj3H6fHsMh9tu4Pas7nFDan0zxbb1Qt9XgZXAOOAjwA/z4LJsshPDqTndLGMSxo5ld85xt5hhFx7HiJG6AhiE4VDMiYO0K4Z9Hwe+xOg7/YBfcR9/OCc8CrTAsGNXDCfqW9e4ZxhGHdtgHGI2GGOMtHXdvaqUSsKow2WMsYPL9WyNYaXUfKA/EGzK64HR1q6xbTUajUaj0Wg0Go1Go9HcYOiYr/9h3MVavU7lvIjhiKxuJY7qjYaIbMOIbesptqnmOuIpNux1KOcWjF3JW5RSz12vcq6Fjvnqmbymjx3kpXhxgI75mgU65qtndMzX60te6zc65qtndMxXz+SlZ69d5KV+rGO+3jjcjOtZHfP1xkXHfLWODjuguW6IyF1AVYxQBituZseriBTAeJ28OUZ4gEdzVyPN9UJE/DHCRDwDVACm5q5GGo1Go9FoNBqNRqPRaPIq2vmquZ68i+GI/B7j1fIbEjNuaFYhOhRQFqOeUcB4pdTKf0M3K4iIAD5Z5bmeO0ZvAu7HiKX7D/C6UurH3FTGRxJt2bWal8hrv/DboU9e2m1gK8XK5rYGtrNtmz1t9fDDO3IsY29kBRs0sQ/b+vHdOZfTN+mADYqA8fjOO+SlnXE37bx1k2HXGuBMok07IaM/t0VOQXL+ZkVe2pEOeWtM3ZaUt3as5rW1nx3ktTrZoY9dO6Y1mv8i2vn6H0YpJddZftD1lP8vsgDI6v3G78y6Xld72khTDOehR0SkslLq+L+jjr0opcIx4speL/mR3DhtrdFoNBqNRqPRaDQajSYX0c5XjebahGMcSOaJmH9JD7vYi3EQVFac+jcU0Wg0Go1Go9FoNBqNRqO5mdHOV43mGpg7QI/nshq2oZSKAfbkth4ajUaj0Wg0Go1Go9FoNDc7WcWx1Gg0Nxgi0lNEfhWRRBGJ+hfLDRcR9W+Vl5cQkUgR2Zrbemg0Go1Go9FoNBqNRqPJe2jnq0ZzkyAitwMRGAd/BQPN/8Xi3wd0BPZcZFDoVJoH9WLggCkZ0g8fOkZI054EB/bk4IFfAZg0YT5VKrYifOS7lmX07jmKwEbdaBXSm4+Wf5Mhf3JyCt16TaNJSBgT//dpJl03Ru6nUdCbBLcexsmT59PST5++SOHij3Pst1OWZPx54h/aPzaG4NbDmL9oraV69XtpHMGBPQlpmp5mR51+O/aX17pcvBhN16fDaNOiD5MmzM+RLu7SrMh5+fU5lK7YlfcXptvXjva2S45ddbJrLJQsWZhli59g++be+PhkDBVdtUpx5kd0YkFEJ6rdWcJjmpU6dej8FoHNB9P8keE5au8uXScR1HIITULCOPrLSa9ts2H9Dpo+/Dytm/fm6M9/ZMhvh41zs+8t+XATjYLepE2HUZw5c8nrOnmah63o0qzVUJq1Gsr9DV+n05PjsiXHXb/3ZC9v6uUuzVsZAAkJl6lUviUbN+zMkW1mvrOSlhAx7AAAIABJREFUhoEDaRT0Jtt3/mxZjruxkBtjKqv5xi45owYNp2OLdowYODRD+szJ07ivam0mjR6flvbz4Z94tHlbOoQ8wpGDh9PSk5NT6PbqApo8OpmJs77NZJuXh3xI6dqhvL9sq8c0KzKadZ5K0GP/o1nnqWzc+rMl2wwcMIWWwS8S2Kgb27f9aEmGp7WEt3LA/VjwVo6d801O+7CntY1VfXL6DLerrTy1n11rNjv6sF26eDNHuEvTaP6raOerRnPzUA3wARYrpbYqpSyHFhARXxHJ9qFSSqmTSqmcH+19AyEiBfJKOft++InY2HjWR84nMTGJPbvTvwCNCZ/D4qXjWbJ8ImPC5wDQvWdHFn4wNkcyABZ+MI41GyLo8nSbDLJWfrWTGtXLs2XDJLZ9fyTNMZHK2Ikfs2bVaCaM6cYEp8XfjHdW0qBedcsyhocvYcG819n47Th6dW9pqV4DB3Vn4+YFzHs/nPFjI2ytk7e6jH8rghGj+vLNunmEDemVI13cpVmRM2JwFyaP65Ehnx22sUuOHXWycyw4HFfo228lBw+dxZWX+tRn6PB1hA1by0t96ntMs1KnmVNfZPP6iYSFdmb67C8ty1m6MJTItRMYG/4cb7/7lde2mTD2Pb5eO5eFS8Yxdsw8222cW30vOTmFORFfs2XDRMaGP8ekaZ/ZMg9brdOmNePZtGY8zz0bTNs29bIlx91Ydifb23q5S7PS3ovmr6B27TtzbJvFSzbwfeRkPlk2mCnTPrcsx3Us2CXHrrFgl5wD+/YTFxfHinVfkZSUxI9796Vde+b5rsxeMDdDHSe/NZF3F0Uwb8l8Jr81Mb2t1u6nxp23seXLQWzbfYwz/0RnuG9E/7ZMHtE5yzQrMgDWfzyATZ+FEty4piXbTJjcn7Ub32Pp8klMnrTAkgxPawm7xkJuzjc57cOe1jZW9cnpM9yutvLUfnas2ezow3bp4u0c4S5No/mvop2vGs1NgIgsAiLNjxtERInIItOJOlZEjpuhCI6bn32d7q1k5n9ZRCaLyCngClDMvF5ZRJaJyDkRuSIiP4pIJ5fyM4UdEJFSIrJcRBwicklEFopIB7OsIKd8kSKyVUSai8gPIhIvIodcy7hG/UuKyFUR6eqU1t4sa6lTWmHTDq84pdUQkS9EJEpEEkRkh4i0dlc/EaktImtEJBb4OAt9RpjlOOuTbTtmt5xUdu08SEjzBgAEhzRg144DadeiLsVQvsJtlCtXmugo42y4MmVK4Opb91YGIrzQYySdO/bnxJ+nM8jasfsoLYLvBSCo6T3s2vNL2rX4+CsUKpgfP7/CNKhfgyM/nQDg/HkHDkc8le4obUlGUlIyf544R99X36F1h1H88uvflupVqXI5AHx9b8HHJ/0RaUedvNXlyOHfmDJxIa2b92bn9vS83uriST8rdSpbtjiu2GEbu+TYUSc7x0JiYgoxMVcy2QzA368AZ/+J5dy5OPyK5veYZqVOlSvdBmTsx1bk+PoaRwPExiZQp3Yl720DFClSiLJlS/H7bydtt3Fu9b0LFxyUL1cCHx8f6tapzI6dP9syD1utUyqrVu/i0XYNrikHMvd7T7K9rZe7NG9lJCYmsWvnQRo2qptj21S6owxXriQRFR1H8eJ+luW4jgW75Ng1FuyS88PuvQQGNwWgSbNA9uzcnXatVJnSmfpsdFQU5cqXo+ztZXFEpztHd+z9gxaBtQzbNKrBrn3HM9xXtkwArrimWZGRL5/QossMnu77HhcvxVmyja+vsUSOjY3nnjrVLcnwtJawayzk5nyT0z7saW1jVZ+cPsPtaitPz0A71mx29GG7dPF2jnCXptH8V9HOV43m5uAt4DXz71cwQgC8BSwGBgMfAO2ARUCYme7KMKA60BvoBFwWkQrATqAuMADoAPwAfCYiHa6h0+dAG2AI8BSQBMzykLcqMBOYBjwGnAY+EZE7PeTPgFLqPHAII9xCKsFAAtDMKa0J4AtshLRQDVvN+vUDngSigNUiknELm8GXwHcYdpjuelFE8onIHAwbt1dKLTXTvbVjluW4Eh0di59/UQD8A4oSFZ2+6Lt69Wra30p5DsvrrYyJUwawactCQgc+z+BBGVWMiorD378wAAH+RYiKjnO6Fpt2DSAlxZA9Y/ZK+vVtZ1nG+fMODhw6ztxZrzB1Yi/Chi3KkW1GDp/Ny688ZWudvNVlx/YDDAzrweJlExg6eIZlXTzpZ6VO7rDDNnbJsaNOdo6FrMiXL/3LSOoXE3dpVuuUkpLCuEkf06dXa8tyEhOTaBISxmuhETSsX8PSeDp79gJHf/4jQ9gBu2ycW32vZEl//jj+D3Fxl9n03QEuRcXZMg9brRPAP/9EIQKlSgVcU477ct3L9rZe7tK8lbFk8SqeevYRNzp6b5ugpvdQ696XadV+JK+93M6yHNexYJccu8aCXXIc0dH4+RlOaj9/fxzRDrLCU9+OcsTjX7SQYRu/QkQ54rOU4w4rMj6J6MOmz0Jp37IuY2euBqytA7o8Hkr7R14hOKS+ZRmQeS1h11jIzfkmp33Y09rGqj6u5FZbeRwLNqzZ7OjDduni7Ryh0WjS0c5XjeYmQCn1G/CT+fGIGQKgEPA0MFYpNVIptVYpFQ6MBp4WkTouYs4CnZRSXymlvlRKJQDhgABNlVJLlVJrlFI9gQ3AGE/6iEhLoDHQWyn1jnlfb2C/h1tKAh3NMr4FnjXLfdILM2wio6O1GTAHuF1EajilnVFKpdrqDeBWoKVZ9iqgLXAMGOemjLeVUuOVUhuVUpEudS4IfAI8DjRTSq1xuhyOd3b0WI5ZVm8R2SMie86fv4S/f1FiHLEAOBxxFAvwc86b9ne+fJ6nfG9lFC9ufMFv1Pg+zp4xYkBNmf45zVoNZcWqHTjML0mOmHiKBRRJuz8goEjaNQAfn3xERcVy8u9z3H1XRQ4d/pOuPaZ6LSMgoAh31axAqVIB3H1XRS5cjLFUL4DZMz+kZq3KNGp8H9OnfpDjOlm1cbVqFalZqzJlypQgX758lnVxTTt1+oIlOa7Y0d4A7y9cm2v9xh12jIXs4Pwl6epVlSlt8aJ3c9ROoYMX8Nwzzfj8y+2W5eTP78uWDZP4eGkYo95a5rVtxk14neefHcLUyYt4yGnnVk5tbNe4tNr3fHx8GDGkC207jWb1t3uofuftOZ6Hp0/9gFYhvS2395df7aRDuwbZGpfu8CTb23q5S/NGRnJyMuvXbadV64cz2MZKOzkc8SxbHskvB+ey47v/0aXrZFvGwrPd/5drY8rTfGOXHD9/f2JijOdnbEwM/gH+ZIWr7Henz6ZZ56ms+OZHHLEJhj6xCRRzcuBcizWRhy3LKH6r0Qad2tzL4Z+NmM5WxuZHn07lu22LGTX8HcsynNcSqeR0LFiR4w6rYwpy3odd1zY51ccO2+S0rdyl2bVm8/HJl+M+bPX54i7N2zlCo9Gko52vGs3NS6D5/1KX9NTPTV3SV6jMP5G3Br4GokXkltR/wBqgroh4euI2BFKAL1zSM0d3N/hVKZUWnV4p9Q/wD1DRQ353bAQqma/3lwDqAEuAX0jfERtMengGMGy0Qyl1zKnsFGA5cK+b+rnWJxU/DJvcDzyslNrtct1bO3oqJ1XHCKXUg0qpB0uWvJUGDe9h00ajyE0bdlKvwT1peW8t7s/Jk2c5deocfv6ev3x7K8NhLgJ/OXqcgGLGIvDNAY+xac145r79MhsiDT975HcHqfdAtTRZRYoUJOFyIrGxCeza/Qu1albg6C9/88uvp2jTYRSnz1zCz6+w1zIKFy5A0aIFiY+/wt9/X8Dfr7Cleq1ft50dO/YzeOgLAAwI7ZbjOq3b8COvvTLea13urF6R06fPEReXQHJyimVdXNNaNr/fkhxX7GjvdRt+ZO++33Kt37jDjrGQHaIdVyhdugglSxYmLi4xU9pjnXtZbqf5i9YiInR7NthyOymlSEpKBsDfvzCFChXw2jYNHqrDt+sjGDSkFzVqVrbNxnaNS6t9D6BDuwZErp1Ax/YNafzwXTmehweEdmPNhgjLffjLVTvp1OGhbLW3OzzJ9rZebvuBFzLOnr3IXyfO0KFtP/7vw68ZOWw23Xt2tNRO+fIJhQsXIH9+XwICClOmTDFbxsI9tSvl2pjyNN/YJeeB+g+yNXILAFs2beaB+g+6dpUMFLv1Vk79fYozp89Q1M+Plwf0Y9Nnocyd/CwbzAOvIrcdpd69lbKU40yroLsty3DEGM7abbt/o0qlUoD3trlyxZiPixYtTJEihSzJcF1LpJLTsXDpksOSPq5YnUPt6MOua5uc6OOO3Ggrd2l2rdlq1ayQ4z5s9fniLs3bOUKj0aRzS24roNForhupQZBOu6SfcbmOh3wApYFu5j93lADcvW9SFriklEpySc986ozBRTdpV4CCHvK7YzNwFWN3azRwCWOn7SagmYgsw3COvud0T3FgH5k5g7FT9VYy1s+djcBwEt8NRCilfnFz3Vs7eirHLffdX4uCBfPTPKgXderWoELF25g0YT5hQ3oxfGRfuj0zBIDpb4cBsGjBCiLmfsKlSw6iLjmYMWuw1zJ6dBtO1CUHIsLM2UMy6NO+bX0+7z2TJiFhtGn1AGXLFufH/b+zd98xenVvydBBT9Cy3UgKFszPovf6U7FCKb6PNE5v7dF7BsPCnuSOiqW9kgEwLKwLrTuMIjk5hben9rZkm9D+U/DzK0Lr5n2oVv0OZs8ZZkudBg57jap3VvBKl+Ej+9K96zASEi4zdERvy/YF3KZZkTNu0scs//g7lIJTpy8ycuhTtrR3bvYb1zoNGhVq21i4xScfs2a0pXq1Erwzsz0R8/dwX92yzF+0l3nv7WbiWONguIlTNgNkSgusV9hSO73Sfy71H6xOs1ZDCWxcm9EjnvFazpUrSbR5NBwRQQRmT+9L5Xu8G0+TJsxn04adFC9RjFnvpp+KbNd8k1t9D+DVN+Zx5KcT3FGhNO/M7Iv4V8nxPGxVF4cjnqjoWCpWKJVt27gby+5ke9tW7tK8kVGuXGm27lgCwNgx82j08L3ceqs/JMV4bZuiRQvRIuReGgW9SUrKVUYMecqSjd2NBbvkeDumPI0Fu8ZUnfvqUqBAATq2aMfddWpTrnw5Zk6exuuD3uDDxUtZHLGQqEtRREVFMWH6ZAYOG0TfbobTavy0Sen9r0VdPl+9iCaPTqZNSG3Klgngx0N/sffAn/R6pjHjZn7N8i92Gf3vbBQj32iXKW3Iq228lhHyxDQKFcxPwQK+LJzxvCXbPPfMYKKjYklJSWHM2H6WZHhaS9gyFizoY9d8Y0cf9rS2saIP5PwZbkdbeZr7rNbJNa10lZz3Ybt0yV/euznCXZpGkxcwz3iZiXFg+ftKqYke8nXG2EBWLycHmgPItWLBaDSaGwMRaQ6sw3jlPVJEXgbeAe40wxKk5qsE/AG8ppSa5fT5RaXU+y4yzwBbgEm456BS6oqIhAOjlFJi3jcSGAkUcnbAikg3jHizzVJfpxeRSOAWpVRjl7KPA5FKqe5e2GAvRviFaOA2pVRnEXkSmA28gBFLtVrqTlcR2QVcUUo1cZETbupfTCnlSK0f4KuUSnbJG4nxQ9Y7GDttZyqlQl3yeGVHd+V44v4H7lLbdrpubs4dCib9ndsqZOCybzlb5NhRr7ykiyZr7Gqrhx/ekWMZeyPd7+zJLeyyjR3ktbFwM45x3d7Xn7xk46hEb1428sxt0Z/bIscOLpfSu/I8YdeYymtzX14aU3mtTnboc0Y9ZIMmcHuRUnuVUnqA3oDcUauOGrJ4VW6rkSUvNaiUZf8SER+Mt2NbACeB3cDTSqkjLvn8gNVAfqBfTp2veuerRnPzstn8/ykyxi991vw/MhsyvsU4vOuwGQM2u+zA+BWpE/CxU/oTXsiwwkbgGQzn6ztm2iaMmLKvAX85hxjAONSqv4hUUkodh7TJuAuwTymV7SjySqnlIpICLBORfEqpAU6XrdpRo9FoNBqNRqPRaDQajT3UB44ppX4HEJH/Ax4Fjrjkewtj89SbdhSqna8azU2KUuqQiCwHws34ot9jOABHAMuVUgezIWYksAvYLCKzgeMYr+LXBqqYh0a5K3utiGwDIkSkJMYBVo8DqSeueD46PWdsAgYCt5t/o5Q6JyKHgRDgA5f804HuwDoRGYXx6v/LQHWMg7e8Qin1semAXS4iPkqp18xLluyo0Wg0Go1Go9FoNBqNxjbKAX85fT4JNHDOICL3AxWUUqtFRDtfNRrNNekO/A70BIYDpzB+vRmdnZuVUidE5EEgHBgPlAIuAIcwwgdkRSdgllleCrASw/G7CGNn6vVgC5AMnHd5bWAjhqNzk3NmpdQpEWls6jgHKAD8CLRVSn1rRQGl1GdmqIOPzF20/XJoR41Go9FoNBqNRqPRaHKV/Lfko3xJz4c45xFKiohziIAIpVREdm8WkXzANAxfim1o56tGc5OglFqPcUiUc1oihtN1eBb3HXe9z+X6SYx4qVmVHY7hWHROO4cR8iANc9dnPPCzU74gDzIrZVWmh3tiAF836a8Dr3u45yjQ8Rpyw3Gpn9O1IDdpKzAcuc5pluyo0Wg0Go1Go9FoNBqNJlucv0ZM4b8B54MVyptpqfhhbNyKFBGA24CVItIhJ3FftfNVo9FcF0SkOxAAHMYIUt0aeAmYopS6kouqadxQ8FyO4ocD9h1sYYcuAFEB9hwKUCy/LWI0HshLh2OAfQdk2HFY1gNBf107UzZYnjLLFjkVdyyzRU5eIq/1PzvIS4ezQN6ycV7SBaDA4a9yLCP5+0M2aAI8/64tYs4EPGaLnNtke45l2LWesG19cxMeHGfXQW16rXVjYMe41GjyALuBaiJSGcPp+hTGuTEAKKWiMc6MAdIO2B6oD9zSaDR5lTigP1AVYxfoH8BQYIq3gsyYtVmRopRSXmuo0Wg0Go1Go9FoNBqN5j+BUipZRPoBazAOCV+glDosImOAPUqpldejXO181Wg01wWl1CfAJzmVIyKVMBy3WdEMiMxpWRqNRqPRaDQajUaj0WhuXpRSXwNfu6SN9JA3yI4ytfNVo9HkdU4B9a6R5+i/oYhGo9FoNBqNRqPRaDQajTdo56tGowFARMKBUYCvUio5l9Vx5gow2jyMSqPRaDQajUaj0Wg0Go3mhkE7XzUaTV7nIeBkbiuh0Wg0Go1Go9FoNBqNRuMt+XJbAY1Go8kKpdQOpZR2vl6DQaFTaR7Ui4EDMp5ndvjQMUKa9iQ4sCcHD/wKwKQJ86lSsRXhIzOebJycnEK3VxfQ5NHJTJz1baYyXh7yIaVrh/L+sq1paR26zSaw4xSaPzmNkyfPeq1Lv5fGERzYk5Cm6WlWdenSJ4Kgx/5Hk0cnc/TYmbT0UYOG07FFO0YMHJpBxszJ07ivam0mjR6flvbz4Z94tHlbOoQ8wpGDhy3Z9/NP19HkoW4ENurGqpWRGfLbZpte02gSEsbE/32ayTYbI/fTKOhNglsP4+TJ82npp09fpHDxxzn226lcl9Oh81sENh9M80eGW+o3vXuOIrBRN1qF9Oaj5d9YtjFAQsJlKpVvycYNO3Nk42athhLUcgjNWg1lY+R+W2yTmHiJkiULs2zxE2zf3BsfH8lwf9UqxZkf0YkFEZ2odmcJj2kAyUox6I9TPPPzn0ScuZBJl+eO/slzR/+k05E/eOVY+pR7+epVGu//le8dcV7b1652ynLOsqEPe6vPxYvRdH06jDYt+jBpwnxLMsB937OjXr8d+8trfQYOmELL4BcJbNSN7dt+zJEuXbpOIqjlEJqEhHH0l5NZ6uKubT3Zyy5dvLWNp35s13MhOTmFbsM+I7D7fCYt2JKpXl3e/JhmvRYQ2H0+R48b9dq463ce7vYeIS8s5OSleJJTrtJj0U6aTd3IlDU/Z5IBcDo6gYDXP+PYP7EAzNr4K40nbyBwygZ2/J4+J3jzzLx08RJ9nuvFE206MXPyNEsyBr0aSoeQR3i0edsMz90023jZ5i+/PofSFbvy/sK16TK8XE8AnD4bTeEq/Tj2xz+GnjaMp+zUyVV/d/XMzee3O/28ae8RA4fyWKsOtG3ail3bM859dqyRvJUDnudib+TYOW9lXCOdz1Vd3KXZ+ezVaP5LaOerRqNxpbKIrBaRWBH5U0RGikjaXCEiNUTkCxGJEpEEEdkhIq2dBYjIIhE57ipYRCJFJNLpc1ERmSUiJ0Tkioj8IyLrRaSmUx5lhkRI/RxuplXLSk8z7/0issXU8y8RGSoio0VEeWMQEfEVkbEiclxEEs3/x4qIr1OegyLyvtPnABFJFpGTLrK2icgnTp+VKes1EflDRGJE5DsRuTu7+u374SdiY+NZHzmfxMQk9uxO//IyJnwOi5eOZ8nyiYwJnwNA954dWfjB2ExyVq7dT407b2PLl4PYtvsYZ/6JznB9RP+2TB7ROUPazLFPsXnFm4S90prZM5d5rcvAQd3ZuHkB894PZ/zYiBzpsnR2LyI/H8jYwR15e/5GAA7s209cXBwr1n1FUlISP+7dl5b/mee7MnvB3AwyJr81kXcXRTBvyXwmvzXRkn1nzfyQNRvmsWZDBLNmLLPcTh5t89VOalQvz5YNk9j2/RHOnLmUoQ5jJ37MmlWjmTCmGxOcFsUz3llJg3rV84ScmVNfZPP6iYSFdrbUbwAWfjCONRsi6PJ0G8s2Blg0fwW1a9+ZQWertln/9Vg2rRlPcFBdW2zzz5mNOBxX6NtvJQcPncWVl/rUZ+jwdYQNW8tLfep7TAPYGBVLlYL5+bDmHeyNjedcUsboMktq3MGSGnfwaIkAgooVTUv/5HwU1QsVsGxfO9rJ45xlUx/2Vp/xb0UwYlRfvlk3j7AhvSzbxl3fs6te3uozYXJ/1m58j6XLJzF50oIc6bJ0YSiRaycwNvw53n73qyx1cde2nuxlhy5W28q1H9v1XABY+d1RalYqyeZFvdi67wRnzsdkuL50fGc2ze/JW/1CmPXhDgDGRXzHt3O6Mf71Fkxe8zNfHThFjTL+bAoNZttv5zkTfRlXZm38lfqV0n+QWbLjOJsHBrP8xUZMXWc4bL19Zk4bP4WBwwfzyTdf8PqgNyzJ6Bf6Gis3fM30uW8zbUJGx5KVNh8xuAuTx/VIl2FhPQEw4731NLivMmDfeMpOnVz1d1fP3Hx+u+rnbXuPnDCaz9esZN6S95k1ZUZaul1rJLvmYm/l2DlvOa8Dps/+Mld1cZdmV//TaP5raOerRqNx5QtgI9ARWAGMBp4HEJHbga1AXaAf8CQQBawWkTZupWXNdFPGaKAF0Af4ESiWEz1NXUsCG4DiZvqrQCuguwU9FwODgQ+AdsAiIMxMT2UTEOz0OQhIBMqJSHVTp6IYh4dtdJHfFWgLvA70ACoCX4pItkLD7Np5kJDmDQAIDmnArh0H0q5FXYqhfIXbKFeuNNFRxhe6MmVKICKZ5OzY+wctAmsZyjeqwa59xzNcL1smINM9lSuWBMDX1wcfHx+vdalUuZx5/y34+KQ/kqzo4uvrA0Bs3BXq3FUegB927yUwuCkATZoFsmfn7rT8pcqUzmSH6KgoypUvR9nby+KINr6geVunKlXKExd3mdjYBPz8i6Tltc02u4/SIvhewzZN72HXnl/SrsXHX6FQwfz4+RWmQf0aHPnpBADnzztwOOKpdEfpPCGncqXbnOrmfb9BhBd6jKRzx/6c+PO0ZRsnJiaxa+dBGjaqizNW6pQvn9Ci7Qie7jaFixdjbLGNkI/ExBRiYq7gDn+/Apz9J5Zz5+LwK5rfYxrA/rgEGpn9sYFfYQ7GJbiVuTEqlpAAw/maeFWxP+4y9xUtZMm+drWTxznLpj7srT5HDv/GlIkLad28Nzu3H7Akw1Pfs6te3urj62v8lhgbG889ddK/HFvRxdf3FlNWAnVqV8pSF3dt67Yv2aSLFdu468d2PRcAdh44SfOGVQFoVq8Suw79neF62rMtPpF7qpchPiGRggV88StSgAb3lOen0w52/nGRkFplAGhavRS7/7yYQcb52Cs4LidxR4nCaWl3lCjMleSrRMcnUqKI8QOLt8/Mo0d+ZtaUGTzepmNaXm9lVKx0h1lPX3x8fDJcs9LmZcsWzyjDwnri/IVYHLGXqVTBcFbbNZ6uVSd3+rurZ24+v13187a9U20TFxvHXfek7zOwa41k11zsrRw7562Ma6R8uaaLJ/3s6n8azX8N7XzVaDSuTFVKTVVKrVdKvQ4cAp42r70B3Aq0VEotVUqtwnAaHgPGWSjrIWCZUmq+UmqzUuoLpdRApdSOHOqZqmthoJVS6mOl1AqgNVDQGwVFpLYpd6xSaqRSaq15+Ndo4GkRqWNm3YSxa/gO83MzYD2GbZqZaY0BXzOvM0lAO6XUSqXUp8CbQFWgPtkgOjoWP3/DWeIfUJSo6PSF1tWrV9P+VirrDb9Rjnj8TSdLgF8hohzx2SmelJSrjJvxNb1efMyyLiOHz+blV57KkS6Jick0eXQyrw3/Pxreb+xWcURH4+fnB4Cfvz+OaEeWMtzp6G2d2ndsxkP1nqHhg0/z0itd0q7bZpuoOPz9jS/QAf5FiIqOc7oWm3YNjLYBmDF7Jf36tssgNzflGH+nMG7Sx5b6zcQpA9i0ZSGhA59n8KDpade9lbNk8SqeevYRXLFSp0+WDWbTmvG0b1ufsZM+tsU2JUs3zqSbM/nypX+pTf2C6y4NwJGSQlHzC6qfjw8Op/JSuZCUjAgUNx1WX1yIpkNx/7TrudVOnrCrD3urz47tBxgY1oPFyyYwdPAMSzI89T276mXFxl0eD6X9I68QHJL+6LGiS2JiEk1CwngtNIKG9WtkqYs7POlnhy5WbOOuH9v1XACIirmMf1HD+elftCBRMRl3rSYmJRPYfT6vT/qahvdUyJAfIOWqIiohEb+CxrgNKORLdHxiBhmzNv7Ky00z7uxcDit/AAAgAElEQVRrWr00dcZ8S9tZm3klyLjm7TNzz87dvDrwdeYsiuCtYeGWZKQyfuRYer70YoY0q3NoBhkW1hMz3l9Pvx7N0j7bNZ6uVSe3+rupZ24/v52x0t49n3qepzs8QZNmTdPS7Foj2TUXeyvHznnL+NtYB/Tp1TrXdPGkn139T6P5r6GdrxqNxpXVLp8PYezEBAgEdiiljqVeVEqlAMuBe0XEH+/YDXQ3wwE8KCI+17wje3oCNDR1TXvtXymV4Oa+axFo/r/UJT31c+rKMRK4Svru12CMHa4bXdJOK6VcA7KtU0olOX0+aP5fETeISG8R2SMie86fv4S/f1FiHEYMN4cjjmIBfs550/7Ol8/9lD996gc06zyVFd/8iCPW2A3niE2gmNPiKStCR3/Cc080pErVCpZ0mT3zQ2rWqkyjxvflSJf8+W9hy5eD+DiiN6OmrAKMLwIxMcYiNTYmBv+ArLuoOx29rdOEse/xw4FP2HfwUyaMfS/tui22aTWUFat24DC/PDpi4ikWkL6LKiCgSNo1AB+ffERFxXLy73PcfZfRnd5fuDZX5aQSOngBzz3TzFK/KV7c2KnUqPF9nD2THk/MGznJycmsX7edVq0fTku3amNDJ6OsTh0asvqb3bbYpkDBUmSF85eqq1eV27Szp9fx3NE/WR8VS6z5JSg25Sr+Ppnngw1Ou16TlWKrI5bAgPQQBLnRTu6wayxY1adatYrUrFWZMmVKWJon3PU9u+tlxcYffTqV77YtZtTwd3I0FvLn92XLhkl8vDSMUW8ty1IXd7jqZ6cuVmzjrh/b8VyYPvUDgnstZMWmn3DEGrvbY+KuUMwv42/E+X1vYfOiXnw05UlGzdlIgF/BtPz/W7SVQ6eiWbn/b2IuG6FEHJeTCSicvus9Kj6Rk5fiuev29B2ejoQklu/6k8PhbdgyKIRhXxrLDm+fmVXurEq1mtUpVaZ0Wl29lQHw3uy5VK9VgwaNGgLw7vTZOZpDAdas+8HSeiIqOp6Tpy5xd43b09JyOp4ge+PbHc71nDL9cw4ePp7rz29nrLT3gv9bzFffrWFiePq+jZyukazI8TQXW9HHznkL0tcBVauUtUWXViG9vdbFNe3U6Qu2Pns1mv8a2vmq0Whcufj/7J13eFRF24fvh1ACIaG3lyJFwIIg0hFCSOhNUD9RVASiiIAKgoTepAVemqBCMBCqvlZERSkhgCJdlA4WivSaCqQx3x9nk2w2G2DPHt0Ic19XrmTnzP7OM8+ZeWZ2Mjvj8DqRjNWiRYGzZOUcIBirYl3hdWA+0AtjIvaCiMwUkTuZ9buVnQBlgAtO3pd148Rbk/b9Ksdyn7O/rpS6CvwKNLdteVADY4VrFMYWBGCsgHVc9QrOywLZrNJVSoUppeoqpeoWL16EBg0fIWqD8TWvqMjt1GvwSHreIkX9OHXqPGfOXMzyVcc0Bg7qTtTng5g39XkifzTmhTduOUK9Rys6zW9P+IofERG6/18jAJdtWb9uK9u2/crQ4S+7ZYtSiuTkVMBYOZTf2/haW536dflxo3GAyQ9Rm6lTv+4tdQoXKcKZ02c4d/YcBW0rOVwtU758eShQwBsfn/wkJWXsq2mJb9ZMYt67fYm0Hei0cdM+6tWpmq7j4+PN9RtJxMdfZ8fOozz4QHmOHD3N0d/O0LbTGNZF/sLuPX94VAcgPGKtUW+eDzTlm1jbh5CjR45TqHDGhxBXdM6fv8JfJ8/RqX1/Pl6xmtEj5tKjV2fTZUr7sLFl6yECA2pa5ptbERObSMmSPhQvXoCEhCSnaaXKtGRp9fsYV6E0W202bo9LoIZP/ix6kdFxtChi+PNycgpnk1J4+be/+PpKLDNOX+Shhyv/48/JGVa1hdfe+MCUPfdXq8DZsxdJSLhOSkqqyxrO6t7Vq7GWleuNfpNcLlNiolF/ChYsgI9PftO2GLHYiHt+fgXInz/fLW1xhqN9Vtpi5nk7q8dW9AsDB3VnQ3hPPhjZkQ07/jS0dh6j3sNl07Uy9W0++cifLw8++fNyIzGZ+GuJ+NepSNe6FXjvuTpEHTaGN5uOXKDufRnDsaPn4/jtQhwd5m4m8tB5+n+0m1wiFMibm7y5c1Eofx6uJRo2udpnVq5amfNnz3EtISG9LbiqsXF9FLu272RAyFvpaX0H9jcdQ9No3fIxU+OJI3+c5+if52nbbTbrNh/itZDlbrcnuLO45Qz7cjZrUoPnnmnm0f7bEVefd2Jiok3fhwIFMob77o6RzOhkF4vN2GNV3AL3x0jObFkTGeayLY5prVo8Zmnfq9Hca9zRfoIajUZj4wpQ2kl6aUABaTuu3wDyOslXDEg/UlcpFQ8MA4bZvq7/NDAFY6/UEDdtPQs421iolIs6aROjpYE/7NJLO1wHY2L1GYxJ1svA3jQ7RORxoDbGZLOl1H7sQby989IiIJiatapTvkJpQieHEzIsmJGj+9C92zAAZr5ruDRi4UrC5n3K1auxRF+NZdacoQB0bFmLL76NoOkTU2kbVIMypQrxy/6/2L33BMHdmjBx9mo++nIHSsGZ89GMfqsD/YZ/RP1HK9L8qek0DmrGqDF9XLJl0IBp+Pr60KbFq1Stdh9zPxhhypYhfVvT9vl3ETH+4z93krEDRc3atciXLx+dW3bg4Zo1KFuuLLOnzuDNIW+xYvEyFoctIvpqNNHR0UyeOZXBI4bQp7sxkJ80I9SUf1959WkC/XsB0OvlLqafU7a+aV+fL3rPpmlQCG1b16FMmaL88uuf7N7zO8E9WjF8yP/RqsNovL3zErFgABXKl+CnjcYhJj17z2JEyDMe1QHoN2Ae9etWo3nr4TRu1sjletOz+0iir8YiIsyeO8yUj8uWLcmP25YCMGH8fBo//ihFivhBcpypMgW1HUn+/Hnx9s7DovkDLPHN2VPlKX9fJ+bMak+1qsV4b3ZHwsJ3UbtWGcIjdjN/wU6mTGgFwJRpmwGcpgE0L1yQtcfP0u3wCfwL+VAyT24OXbvBgWs3eLp4YeJTU4lNvcl/8hr/uCiVNw+fPVgRgDlnLlKnYAH8m9Vl1cqof/Q5wS1ilkV12FV7Ro7uQ48XRnD9+g2Gj+ptXd2z4W65Bo94gyr3l3epTC92G0pMdDypqamMn9DftC2Jicm0fWIsIoIIzJ3Zh0qPZO8bZ8/WmX1W2WLmeTurx1b1CwAd/avTc/1B/HuE07ZJVcqU8OWXw2fZfegMz7erSbu+y9L7tjnD2gMw7GV/WvdZgnfe3Czo/DBlCnnz5ZKdNJ++gTYPl6FMofz8+lc0P5+8Ss/HK7H57SAAXl6yg6FtHqKgd25aPFgK/2mRpN5UDG/3EGCmzwyhb89XuXH9Bm8NG2xKY+TgYfj6+vJ0285UqXo/U+dMN/3MASaGfsJHn2wyxgfHTjDs9bYuj21++tqIMT0HRDDizXaUc/F5Z9ee7qRMmew/e4XRw5/NUs4ypYt4rP92tK/3sNkuPe8+3V8hNiaG1NRUho0bme4Xq8ZIVsViM/2CFXELMo8D/JvUYNj4tz1mi7M0K/reao/0QaO515Db7ael0WjuDURkLDAGyKOUSrFLjwAClFIVRWQaMACoqpQ6brvuhfGV/2tKqTq2tGHABKC0UuqiLa0KcAj4SSkVcAs7fsb4an5722sFjLPts3pHdtpeTwIGA5XTth4QkfzAcaCkUirr6S3O7amBsQ3ASKXURLv0EbYy1lRK7bOltQe+wTjo66pS6v9s6fsxVsoGAfcrpf6w01HARKXUSLu0isAxoKdSKuJW9j1W5yG1Zbvjjgiu431xl9saN0rcerXDnWKFLQDnCj1piU7hvCct0bEC7+TTt8/0L+NGnrK3z/QPkpN8XCfgL0t0PkqdY4lOhW3Lb5/pH8Kq53Q31j+rypSTfJyTbLGSfAe+cVsj5af9FlgCl1963xIdqygtW90XiXb2ZS3XsWx8k4P6F6s4pxpZopOTxlpWkdPiVk6qf7kKdNqtlLKmYWn+Uao+8qia+dV6T5txSzpWKZEj65de+arRaFxhJtADWCciY4BYoC9QDePgrTQ+Bd4BlonIDKA4xgrXS/ZiIrIVWIUxuRmPsX9qLWCxBbbOAF4D1ojIOIyv8r9l+33H/3VSSu0XkY+AsSKSG/gJ46CwUcBHaROvNn4AUjEmWfvZpUcB/YGT9hOvGo1Go9FoNBqNRqPRaO5u9J6vGo3mjlFKnQGaAAeAD4DPMPY8ba+U+t4u3+8YWwiUBVYCQzAmPo86SG7G+Jr+coyDsJ4GBiqlZltg6yWMSdCrwBLgfWA98CUQ46JcDyAUY2/a1UCw7fVLDveMBXbbXm6wu5T2t7P9XjUajUaj0Wg0Go1Go9HcpeiVrxqNBgDb1/rHOknv4fD6CND5DvRWYky82rPWIU8It9nb1XF7gDu105b2M8ZkMZC+RcLPtp87RimVBIy0/dwubwMnaV9iHEjmLH+WdNuWDne0LYJGo9FoNBqNRqPRaDSanIuefNVoNHctIvIO8DtwAuOwr5eBmkA7T9ql0Wg0Go1Go9FoNBqN5t5AT75qNJq7GQWMBv5j+3sv0Fkp9R2AiOTi1tuvKKVU6t9upRvkuhFjyYEdVKvttoRlBwtYdLBF6WQLDusASLZGxgpy2mEx0UkV3NYozN13yIZVWHVQ1nNer1uiszsHHR6S09pCTjtYJSeRkw55sQpL+l3gfNW+bmuUrmZNX1c4Tw6LxRb0vTntoCyr2rcVfa8lB5pZqJOTxlpWcTfGc41GYx6956tGo7lrUUqNVkpVUUrlV0oVUEo1VEp9ZZdlIcZwL7ufyH/caI1Go9FoNBqNRqPRaDR3DXrlq0ajuZcZC8y9xfW4f8gOjUaj0Wg0Go1Go9FoNHchevJVo9Hcs9gOtjruYTM0Go1Go9FoNBqNRqPR3KXobQc0Gg0AIjJWRJSI5Kh/ythsGutpO/4JRKSw7Tk85mlbNBqNRqPRaDQajUaj0biPnnzVaDQ5nUbAh5424h+iMDAGcGnyNSUlle4jPse/RzihC3/Icr3TG8tp1jOclr0jOHU+BoBJCzZRruV/GTU3MrNO8AyaBoUw5b+fZdHZsPFXGge8TWCbEZw6dcnQfuod/FsMpUW7kelpZnQAzp69QoGiT/PH738BMGTQdFoEBDN44LRM7z+w/3eCmvUi0L8X+/b+BkDk+m00e/wl2rTozZHDx9wqU/PWw2neejiPNXyTLs9MNK2zdEUUjQPepm2nMZw7d9Vjvvnis3U0bdQd/8bd+XrVxkz5XdEBuH79BhXLtWJD5Pb0tDFDRtK5ZQdGDR6eSWP21BnUrlKD0HGTbplmxpbs7HNVJ3RyOJUrtGbs6Pcz5TXznLq+EEpAq2E0DQrhyNFTluj8eSORFKUYcuwM3Q6fIOzc5SwaLx45wYtHTtDl4DH6/X4qPf3GzZs0+fU3fopNAKB48QIsX/x/bN3cGy8vyaRRpXJRwsO6sDCsC1XvL5ZtmtkyOWsLVjwnV3X6vzaRQP9eBDXLOfXmxMkLdHxyPIFtRhAesdZlW3r3GoN/4+60DurN/z76znLfeLJfcKw3VvnXVd8MHjiNVoGv4N+4O1u3/JLZNy72vQNCV9M8eCGNXghjyx7jgCtXYmifl17hqTZP0LF5W1o0DMhsiwV9nau+yS4WW+Ffs+Xq++YHlKzwAh8uMve8wXlfZ8YWZ2lW9XVW9L1m601Aq2E0bz2cDRt/dUvHirGWY9/ryZjlbt27VVvwVB9llW+c1RuN5l5DT75qNJocjVJqm1Lq1O1z/nOIQV5P25HGqk1HeKBicTZHBPPjnpOcu5R5q9rZIe3YtCiYIT2bMmuZcSpt8JN1WDrpqcw632ynerVy/BAZypafDqZPkqQxYconrPl6HJPHd2eybbA1e/orbF4/hZBBTzFz7lemdQBmvbeKBvWqAbDn50PEx19j/cZwkpKS2bXzQHq+8WM/YPGySSz9aArjx34AwOQJC1i9dh6Llk5kwvj5bpUpas0kotZM4sXnA2nftp4pnZSUVD4IW80PkVOYMPZFQmd87jHfzJm9gjWR81kTGcacWcvT87qqAxARvpIaNe5Pf713z68kJCSwct03JCcn88vuPenXur30AnMXzstUPmdpZmzJzj5XdXr06syiJROy2GPmOS1bNIiNayczYeyLvPv+N5boLLtwlQ3R8VT2zsuKB+5jd/w1LianZNJYWv0+lla/jyeKFSKgcMH09E8vRVMtf77017GxifTpv4p9+89nKe9rr9Zn+Mh1hIxYy2uv1s82zUyZnLUFq56TqzqDh/Rgw+aFzP9wLJMmhJnWsbLejBy7lIXz32TD9xMJ7tHKVLtctGQiayLD6PpcW8t946l+wVm9scK/ZnwzeeoA1m5YwLKPQpkaujDDNyb63mlvtSYqvBcfT32GyeGbXY6h8xYv4PPvv6LvwP60bNvKrefkrK+zIhZb5V+z5Ro1tCtTJ/ZMz2NFX2fWFsc0q/o6q/pes2OS9asnELVmEoEBtUzrWDHWgqx9ryfHsu7Wvezagif7KCvH+Y71RqO519CTrxqNxpFKIvKtiMSLyAkRGS0i6bFCRKqLyJciEi0i10Vkm4i0sRcQkQgROe4oLCIbRWSj3euCIjJHRE6KSKKIXBCR9SLygF2eTNsO2G2PUPVWdtryPiYiP9js/EtEhovIOBFRrjhERI6LyDIR6SUih4EkoL3tWgERCRWRYyKSZPs9wsFnATabO4nIXBG5ZPtZJiKFbXkqAmlLNhfY8isR6XE7+7bvPUWLhlUAaF6vIjv2n850vVLZIgDkyZ0Lr1yGWaWKFSTz2jfYtvMILQMfBSCg2SPs2HU0/dq1a4nk986Lr28BGtSvzsFDxoqdShVLG9p5cuPllcu0zqVLscTGXqPifSUB2LF9H0EtGgAQGNSAHdv2pmtEX42jXPnSlC1bkpjojA+7Pj75KVOmBH/+kTFXb8aWNL7+dgdPdGhgSufy5VjKlS2Gl5cXtWpWYtv2wx7zTeXK5UhIuEF8/HV8/XzS87qqk5SUzI7t+2jYOGPQ/PPO3fgHNgOgaXN/dm3fmX6tRKmSiGSuZc7SzNiSXR1wVadUqWJO7THznPLkMXZsiY+/Ts0aFS3RqZY/H78mXKex7bk18C3AvoTrWewF2BAdT1AhY/I16abi14Qb1C6YP/16UlIqcXGJTt/r55uP8xfiuXgxAd+CebNNM1MmZ23Bqufkqk7FSmXTfZwWr8zoWFVvkpNTOHHyIn1ef482ncZw9LfTrsc+EV7uOZqnOg/g5ImzlvvGU/2Cs3pjhX/N+CZPnjwAxMdf45Ga1dLzmul78+TxMrSuJVGrWmmXY2ga361aTdtO7d16TmnY93VWxGKr/Gu2XGXKFM2kYUVfZ8YWZ2lW9XVW9b1m/Jsrl9Cy/Sie6z6NK1fiTOuk4c5YC7L2vZ4cy7pb97JrC54c21jlG2f1RqO519CTrxqNxpEvgQ1AZ2AlMA54CUBE/gP8CNQC+gPPANHAtyLS1qnarZlp0xgHtAReBX7B+Pq9aTttthYHIoGitvTXgdZADxN2AjQH3rLdpw2w17Y/7hrgZWA20BZji4RRwDQnGrMBBXSz6TxlSwM4Czxp+3syxnYLjYBvb2dYdNwN/AoaK9z8CnoTHXcjS57U1JtM+nAzvZ+um71OdAJ+fgUAKOTnQ3RMgt21+PRraXoZf6cyMfQTXg1uY1pn1txV9O/TIT09JiYeXz9jIsmvUEGiYzIGajdvZtxbqYx59PPnL3Pk8LFM2w6YLdOFC9GIQIkShUzpFC/ux7HjF0hIuEHUpr1cjU7wmG86dm5Oo3rdaFj3OV7r19W0ztLFX/Ps8+2wJzYmBl9fXwB8/fyIjYnFDK7akl0dMFNvnGHmOSUlJdM0KIQ3BoXRsH51S3Qe9clPbGoqBW0feHy9vIi1q6dpXE5OQQSK2j6Efnk5hk5F/W5ZRnty5cr4kJb2gc1ZmpkyOWsLVj0nszqjR86lb79n3dZxxFXfXLoUy979x5k3px/TpwQTMiLCZVumTBtI1A+LGDT4JYYOmWm5bzzVLzirN1b416xvuj49iI7t+hEYlLEK3Gzf++TAj2jz2hKCGlY2FUOTk5M5dOAgNWtnTA5a1ddZEYut8q875bLHir7OjC3O0qzq66zqe83499PlQ4laM4mO7eszIfQT0zrg/lgLsva9nhzLOmJVW/Dk2Mb4233fOKs3Gs29hp581Wg0jkxXSk1XSq1XSr0J7Aees117CygCtFJKLVNKfY2xAvR3YKJzuVvSCFiulApXSm1WSn2plBqslNrmpp1pthYAWiulPlFKrcSYNPU2YScY5W6hlPpIKRWplPrDdr8mQBel1Cxb+kTgHeB1ESnpoLFZKfW6UmqtUmoOEA50FRFRSiUCad8b+9O23cI2pdTF7AwSkbePHL/EyqhDxMYbK9riEhIp7Ju1iIOnr+GFDrWoUr5olmv/jfiR5q2Hs/LrbcTGXgMgNu4ahQtlrJIsVMgn/RqQaWXUoKELebFbc774aqspnejoeE6dvsjDD1VIT/fzK0hcbLyhEZtA4UK+9uVO/zuXbTXRxMlv8tLzw5g+NYJGjWsxc/oSt8r01Tfb6dShAdNmfmFKx8vLi1HDutK+yzi+/X4XXrnEY76ZPGEBP+/9lD37PmPyhAWmdFJSUli/biut2zyOPb5+fsTFGR8C4uPi8Ct05xN+9rhaJmdpZnQccafe5M2bhx8iQ/lkWQjP9/iv2zod29Wjx9GTrI+OJ9724SU+9SZ+Xlltj7Rb9ZqiFD/GxuNfqGCWfNlh/4Ht5k3lNO382XWWtIVq9//H7eeUhhmdubNX8MCDlWjcpLZbOvaYrTeFCvnw0APlKVGiEA8/VIHLV+JctqVoUWPSonGT2pw/l7FPtLu+cTeGutsv2Neb8ZM+5tLlWEv8a9Y3//tsOpu2LGbMyPeYOX0JgcGLTPe9X8x8jq3LXmHknEhTMfSnzVto3NSIxe/PnGtJX5eGFbHYXf+Ce7HYEXf7Onfat2OaVX2du32vO/WmaFHD5i6dGvLtdzs9OtaCzH1mi3YjPRaznGFFWzCrY8/M6UtoHdTbo76xrzcHDp5waqdGc7ejJ181Go0jjist9wNpMz/+wDal1O9pF5VSqcBHwKMi4urMy06gh207gLoi4mWRnQANbbamfwddKXXdyfvulG1KqXMOaW2AE8BPIpI77QdYC+Sx2XArm/cB+YBSrhgiIr1FZBfQtWih/HwwsiMbdvwJQNTOY9R7uGym/OFf7kYEund81Kne4B5NiFoziXnv9iXStgn+xk37qFenanoeHx9vrt9IIj7+Ojt2HuXBB8ob2hFrERG6Px/I2wOfNKVz5Ohpjv52hradxrAu8hfe6DeJBg0fIWqD8TW6qMjt1GvwSLpGkaJ+nDp1njNnLqZ/jb5Bo5p8vz6MIcOCqf5AJQYO6m66TABffb2dLp0amS4TQKcODdi4djKdOzbkpReDPOabfPnyUKCANz4++UlKytgv1BWd8+ev8NfJc3Rq35+PV6xm9Ii5XL0aS536dflxo3HQzA9Rm6lTP/uV1bfC1TI5SzOj44jZeqOUItm2F6ufXwEeqVHRbZ1+fTrQ2M+HcRVKs9X2QWZ7XAI1fDK2EkgjMjqOFkWMDzaXk1M4m5TCy7/9xddXYplx+iIpKdeyvMeemNhESpb0oXjxAiQkJDlNK1WmpSVtocnjD7n9nNJwVWf9uq1s2/YrQ4e/7JaOI2brTYEC+ShY0Jtr1xI5ffoyfr4FXLYl1vaB/OiR4xQqnPGB3F3fuBNDregXIKPevDPmBYa89aQl/jXjm8REo00ULFgAH5/8DBzUnQ3hPU31vYm2GFwwf1588ucxFUO//3o1bTsZKzP7DuxvSV+XhhWx2F3/gnv1zxF3+7oevTqbssVZmlV9nbt9rzv1Jm1ibcvWQwQG1PToWMuxz2wR+KhHY5YjVrQFMzqODBzUnTWRYR71jX29qVyptFM7NZq7ndyeNkCj0eQ4rji8TiRjtWhRMlZn2nMOEIzVoa589+l123t7YaycvSIiS4ARSqlbzxbc2k6AMhgTso5kPW3mzjjrJK0kcB+QnM17ijm8dmYzuLgaVykVBoQB1H24rOroX52e6w/i3yOctk2qUqaEL78cPsvuQ2cI7lKH/pO+pX6NsgQGL8K/zn2M7RtI+Je7mffJTq7EXOdq7HXei6hNx/b1+aL3bJoGhdC2dR3KlCnKL7/+ye49vxPcoxXDh/wfrTqMxts7LxELBgDQb8A86tetRvPWw/FvUoNxo7q5rFOhfAl+2mjs0tCz9ywGj3iDKveXx9s7Ly0CgqlZqzrlK5QmdHI4IcOCGTm6D927DQNg5rshgHGya1TkdooWK8yc9zNO/jVTptjYa0THxFOhfAm3dF5/az4HD53kvvIleW92H1M6VvjmlVefJtC/FwC9Xu6SXqbajz14xzply5bkx21LAZgwfj6NH3+UIkX8qFm7Avny5aNzyw48XLMGZcuVZfbUGbw55C1WLF7G4rBFRF+NJjo6mskzpzpNc9UWwGmaGZ2IhSsJm/cpV6/GEn01lllzhpp6TomJybR9YiwiggjMnWnueTvqDC5TnAreeVl7/CzdDp/Av5APJfPk5tC1Gxy4doOnixcmPjWV2NSb/CevsVdcqbx5+OzBigDMOXOROgULMCd3AXJ75WLOrPZUq1qM92Z3JCx8F7VrlSE8YjfzF+xkygTj8J4p0zYDOE2zqi2IX2VLnpOrz3vQgGn4+vrQpsWrVK12H3M/GOHRegMwIqQrbTqNISUllXen96aGi7b07D6S6KuxiAiz5w4z3Ray842n+gVn9SZ3bi+3/WvGNy92G0pMdDypqamMn9A/oy2Y6HufHfIpMXE3SL15k4lvtKBq7VouxVClFLu272TijCnYY1VfZ0Ustsq/Zss1MfQTPp649dkAACAASURBVPpkE0rByQvJDB/Z2+2+juQ4U7Y4ppWsbE1fV9PFepNd32umTEFtR5I/f168vfOwaP4AS+ufFX3v/VXKeCxm2de9M2evMGTMIEvagif7KKt841hv5n/4PRrNvYbcbm8QjUZzb2A71GoMkEcplWKXHgEEKKUqisgOIFEp1dTJe0cDhZVSsSIyD+iklPqPQ759wGWlVICT+98HPA1MAWYopUJs6QoYp5Qae6d22l5vALyUUs0c7rMQ6KmUcn6KhXPfHAd+VEq94JD+MVAfY99aZxxXSl0SkQAgCmiplFpv9/4ewCKgklLquN2hW68opT68E9vqPlxW7Vjx6p0WJVukWu3bZ/qHuJGn7O0z3QHeyadvn+lfhlW+sYropAq3z3QbCuc9eftM/yA5qd4cbTrEEp3nvF63RGf3Ruere1wlp9VjK7Cq3uQk3+SktmAVVvk334FvLNE5X7Wv2xqlZasFluSsugfW1L+cNp6wyh4r+l6r6o0me+7GNmUVuQp02q2UMvd1KY1HqfrIo2rmV+tvn9GDdKxSIkfWL73tgEajcYVNQEPbJCEAtq0CugJ7lFJpq15PAKVEpIRdvipA9eyElVInlFLTMb6KX8MCW7cBjUSknJ0N+TH2qLWK74HyQLxSapeTn0u3E3AgbSVs1u8VazQajUaj0Wg0Go1Go/nXoSdfNRqNK8wEooF1ItJNRDoAXwPVgBF2+T4FFLBMRFqLyPPAV0CmyUgR2Soiw0Skg4gEiMgYoBbGnqnuMgNIANaIyDMi8gTGZGmizTYrWA78BESKyFsiEiQibUWkv4isFZECtxNw4DxwGXhWRJrZ9sF13LpAo9FoNBqNRqPRaDQazb8EPfmq0WjuGKXUGaAJcAD4APgMYx/Y9kqp7+3y/Y6xhUBZYCUwBHgLOOoguRnjK/vLMQ6jehoYqJSabYGtl4Ag4CqwBHgfWA98CcS4q2+7RzLQGlgA9AZWY5TlJYxJ2SQX9W4CL2Psnbse40CyjlbYqtFoNBqNRqPRaDQajeafRx+4pdFoALDtqTrWSXoPh9dHgM53oLcSY+LVnrUOeUKAEG6B496sd2qnLe1njMliIH2LhJ9tP3dM2j6y2Vy7YbMni012eTZiHEjmmB4BRDikOfObRqPRaDQajUaj0Wg0mn8heuWrRqO5axGRd0TkJduWBk8B3wA1gf962DSNRqPRaDQajUaj0Wg0/zAi0kZEjojI7yIy1Mn1PiKyT0R+EZEfReQhd++pV75qNJq7GQWMBv5j+3sv0Fkp9R2AiOTi1v+EUkqp1L/dSje46V2IxIc7uK1jxcnNUq222xpWkpNOmbXqhNmcdFItQGmxwJ5k9yVyIlbUvwrblltgCey2qN7UCfjLEp0tW9z3TU5rCzntVPWchBW+yWkx9FzVvpboFM570m2NG+Scvg5yVh22ypacNJ4AKC1bPW1COudUI0t0rGgLVpHT4o1V5LR6rNF4Ctu3Yd8DWgKngJ0iskopddAu2wql1Dxb/k4Y58m0cee+euWrRqO5a1FKjVZKVVFK5VdKFVBKNVRKfWWXZSHG1E92P5H/uNEajUaj0Wg0Go1Go9Fo/g7qA78rpf5USiUBHwNP2GdQSsXavfTBggO79cpXjUZzLzMWmHuL63H/kB0ajUaj0Wg0Go1Go9Fo3KO4iOyyex2mlAqze10WsP861ymggaOIiPTDODQ8LxDorlF68lWj0dyzKKWOA8c9bIZGo9FoNBqNRqPRaDQ5mjxeuSjn5+1pM27HJaVUXXdFlFLvAe+JSDdgJPCSO3p62wGNJocjImNFxO1l7k50O4vIW268v4eIKBGpaJd2XEQiLDDvb8Fmc6977d4ajUaj0Wg0Go1Go9FoOA2Ut3tdzpaWHR8Dnd29qZ581WhyPh8C1uxmn5nOGMvo7yV6AJ6aAP1b7z1k0HRaBAQzeOC0TOkH9v9OULNeBPr3Yt/e3wC4ciWGF54LoW3LVwmdHJ6eNyUlle4jPse/RzihC3/Ico9ObyynWc9wWvaO4NT5GACeC/mUwOBFPN59AbUbvJmhEzyDpkEhTPnvZ1l0Nmz8lcYBbxPYZgSnTl1KTz979goFij7NH7//5XKZevcag3/j7rQO6s3/PvrOtG/6vzaRQP9eBDXLSHNVA+D69RtULNeKDZHbM+U345u+b35AyQov8OGitaY1Oj31Dv4thtKi3cj0NDM6zVsPJ6DVMJq3Hs6Gjb+a1un6QigBrYbRNCiEI0dPmbaleevhPNbwTbo8M9G0Lc7SrPKNK/Umcv02mj3+Em1a9ObI4WOZ8lvRFsyUaemKKBoHvE3bTmM4d+4qAMWLF2D54v9j6+beeHlJJo0qlYsSHtaFhWFdqHp/sWzTXC0TOG9TVpXJjM6Jkxfo+OR4AtuMIDxirctlyi7WmLXHijjhqGFWx1m8sayP8lCccNa+xwwZSeeWHRg1eHim98+eOoPaVWoQOm5SetqQ1wfRKagdT7Roz8F9BzLl90RfB9n3U1bUY0/2C1b0Uc7ihFXt21Oxz1nMsuI5gWttwSjTdWpVeojNGzZZ7hurdHJSDLUqDrvqGyvGxKGTw6lcoTVjR7+fxW6NxoPsBKqKSCURyQs8C6yyzyAiVe1etgcyB3MT6MlXjSaHo5Q6pZTa5mk7NJkRkXyetiGNPT8fIj7+Gus3hpOUlMyunRkf7MaP/YDFyyax9KMpjB/7AQCT3glj1Jg+fLduPiHDgtPzrtp0hAcqFmdzRDA/7jnJuUuZt7ydHdKOTYuCGdKzKbOWGSftfhT6f2wI78ngHk1o37aeofPNdqpXK8cPkaFs+elg+geXNCZM+YQ1X49j8vjuTLYbRM56bxUN6lUzVSaARUsmsiYyjK7PtTXtm8FDerBh80LmfziWSRPCTNsSEb6SGjXuz/KszPhm1NCuTJ3Y0y2N2dNfYfP6KYQMeoqZc79y6zmtXz2BqDWTCAyoZVpn2aJBbFw7mQljX+Td978xpRG1ZhJRaybx4vOBbtU9Z2lW+MbVejN5wgJWr53HoqUTmTB+fnpeq9qCq2VKSUnlg7DV/BA5hQljXyR0xucAxMYm0qf/KvbtP48jr71an+Ej1xEyYi2vvVo/2zSr2pRVZTLzvEeOXcrC+W+y4fuJBPdoZUmsMVsusCZOOGqY1XGMN5b1UR6ME5C5fe/d8ysJCQmsXPcNycnJ/LJ7T3q+bi+9wNyF8zJp9h/0BqsiVzNz3rvMmJwxYeGpvg6ctymr6rGn+gXH52TGFmdxwiq/eCr2QdaYZdVzcrUtAKyIWMYDDz+UKc1TddhKH/9dMdSqcZ8nxsQ9enVm0ZIJaDQ5CaVUCtAfWAMcAj5RSh0QkfEi0smWrb+IHBCRXzAWrLm15QDoyVeNJsfjuO2A7av+E0TkDRE5JiJxIrJJRB52eF9rEflJRGJEJF5EjojIaNu1CIwAUtamp0TkuO2at4jMFJH9tvedE5GvReQBE7anbU3QWEQ+sdl6XkSG2a63EZE9IpIgIjtFpI4TjSdFZJuIXBORaBH5VEQqOOQ5LiLLRORZETlk09slIk3s8mwEmgGP25V54x2WI8CW/0kRWSAiF4Hztmv3i8hS27O4LiJ/isgHIlLkTu9t+6/bchG5KCKJIvKLiHS5Uz/v2L6PoBbGHuGBQQ3YsW1v+rXoq3GUK1+asmVLEhNtTKYePPAH06Ysok2L3mzfmpF3+95TtGhYBYDm9SqyY3/mb19UKmsUKU/uXHjlytx9rNxwiCefMBZob9t5hJaBjwIQ0OwRduw6mp7v2rVE8nvnxde3AA3qV+fgoZMAXLoUS2zsNSreV9JUmRDh5Z6jearzAE6eOGvaNxUrlTXKmCc3Xl65TGkkJSWzY/s+GjauhSNmfFOmTFG3NSpVLJ2lXGZ0cuUSWrYfxXPdp3HlSpxpnTx5jC3n4+OvU7NGRVMaaXz97Q6e6NDAlC3ZaVvhG5frMODjk58yZUrw5x+n0tOsaguuluny5VjKlS2Gl5cXtWpWYtv2wwAkJaUSF5eIM/x883H+QjwXLybgWzBvtmlWtSmryuSqTnJyCidOXqTP6+/RptMYjv522pJYY7ZcYE2ccNQwq+MYb6zqozwVJyBr+/555278A5sB0LS5P7u270zXKFGqJCKZV4VXqHifzSd58PLySk/3VF+XXZuyqh57ql+woo9yFies8ounYp+zmGXVc3K1LSQlJfHzjt3Ua1Q/U7qn6rBVPoa/L4ZaNe7zxJi4VKliWeqARpMTUEqtVkpVU0pVUUpNtKWNVkqtsv39plLqYaXUo0qp5kqpA7dWvD168lWj+XfyAsby9zeBnkAF4CsRyQ0gIpUxls4fA7oCnYAZgI/t/e8Aq4GLGFsaNALSJvvyAb7ABNs9XgO8ga0iUtqkvYuBfbZ7rAQmiUgoMA0ItdnoA6y0Lf3HVo4+wOfAQeBp4FWgBrBJRHwd7tEUGASMsul5Ad+ISGHb9b7AHmCvXZn7uliOOYAAL2JsIwDwH4zTEgcArYHxQBCGf9PI9t4iUh7YDtQCBmI8q5+Bz+3+83ZLYmLi8fUrCIBfoYJEx2RM5ty8eTP9b6WMOfxtW/cyOKQni5dPZvjQWenXo+Nu4FfQWNDrV9Cb6LgbWe6VmnqTSR9upvfTGXuYJyensv+38zxW25i4jY5OwM+vAACF/HyIjknIuEd0fPq1ND2AWXNX0b9PB9NlmjJtIFE/LGLQ4JcYOmSmaZ00Ro+cS99+z5rSWLr4a559vh3OMOMbqzRSU1OZGPoJrwa3Ma3z6fKhRK2ZRMf29ZkQ+olpnaSkZJoGhfDGoDAa1q9uukwXLkQjAiVKFDJlS3baVvjGTN07f/4yRw4fy7TtgFVtwdUyFS/ux7HjF0hIuEHUpr1cjc7Inx25cmV8wEr7sOUszao2ZVWZXNW5dCmWvfuPM29OP6ZPCSZkRIQlscZsuZxhhYY7OvbxxrI+ykNxArK279iYGHx9jWGIr58fsTGx2frQnkmjJ9DrtVfSX3uqr8uuTVlVjz3VL1jRRzmLE1b5xVOxz1nMMqMDWZ+Tq23hk2Uf89SzT2dJ91QdtsrH2WFFDLVq3OeJMbFGo8lAT75qNP9OkoEOSqlVSqnPgLeBKkDav5EfA/ICrymlvldKbVBKzVdKhQAopf7AmHhNUkpts/3ssV2LUUq9rJT6WCm1CWMS9wkgN/CcSXuXKqXeUUqtB/rZ7v0W0Ml2n2+AoRibXTcCEJGCGBOzi5RSvWz/nfof0A4oCwQ73MMPaKWU+sym9wpQyJYfpdRBIBaIsyvzQRfLscPmm++VUittupuVUsOVUl8ppTYDyzD2dm0oIrXv4N5jMSZ0mymlliml1iilegGRGBO5WRCR3raVvbsuXbqKn19B4mLjAYiNTaBwIV/7vOl/57KtVq1atQIPPFiJUqWKkStXLmZOX0Jg8CJWRh0iNt5Y0RaXkEhh36wnWQ6evoYXOtSiSvmM/+5v3HWcZnUrMm3mFzRvPZyVX28jNvaaYU/cNQoX8knPW6iQT/o1AC+vXERHx3Pq9EUefihjQbOrZSpa1PhQ3bhJbc6fu2RaB2Du7BU88GAlGjep7bJGSkoK69dtpXWbxzP5zaxv7Fmz7me3NAYNXciL3ZrzxVdbTesULWqUvUunhnz73U7TOnnz5uGHyFA6tqtHi3YjTZfpq2+206lDA9P+dUw7c/ayJb45cPCEy3Vv4uQ3een5YUyfGkEjuxU47raFmdOXmCqTl5cXo4Z1pX2XcXz7/S6q3f8fbof9h62bN1W2ae62KavK5JVLTNebhx4oT4kShXj4oQpcvhJnSawxWy573I0Tabgbs9LiTZXKZSzpo9yxxd04AVnbt6+fH3FxxqRDfFwcfoX8svjQkQVz51Htweo0aNwwPc0TfV12/ZQZeyBzPXbnWVnRL1jRRzmLfVa0b1f9m13sax3U2+2Y9eu+Y24/p0+WhTDmneUutYWUlBQ2rt9AYOsWWa55og5b2b84YkUMLVbMl5dfm2NJHHbVN2m4MybWaDSZ0a1Co/l3sk4plWz3ep/td9rs1S8YE7Qfi8jTIlLSFXEReUZEtotINJACJAAFgeom7U0/FcK2x8rvwFGllP2pModtv9NOHmyEMaG6XERyp/1grDI9DPg73GOrUsp+EyRHn1jBl44JIpJXRIaLyGERuY7h97TTqu7EX20wVsnGOJRzDVBLRLKMYpVSYUqpukqpusWLF6FBw0eI2mB8zSsqcjv1GjySnrdIUT9OnTrPmTMX8fUzBmv3V6vA2bMXSUi4TkpKKgMHdWdDeE8+GNmRDTv+NHR2HqPew2Uz3Tf8y92IQPeOj2ZKX7nhEJ0DH+TtgU8StWYS897tS6TtoIuNm/ZRr07GfuU+Pt5cv5FEfPx1duw8yoMPlOfI0dMc/e0MbTuNYV3kL7zRb5LLZYq1DQSPHjlOocIZA0FXddav28q2bb8ydPjLpjTOn7/CXyfP0al9fz5esZrRI+Zy9Wqsad/Y07rlY6Y1wiPWIiJ0fz7QLVvSBvhbth4iMKCmKR2lFMnJKQD069OBFoGPmvbLV19vp0unRqbL5JjWqoV5H9v7pnKl0i7XvQaNavL9+jCGDAum+gOV0vO62xYGDupuukydOjRg49rJdO7YkCaPZ96fzxkxsYmULOlD8eIFSEhIyjbN3TbVo1dnS8r00otBpnQKFMhHwYLeXLuWyOnTl/HzLWBJrHHnWaXhTpywx504YR9vXH3e4LyPcqdM7sYJyNq+69Svy48bja7+h6jN1Kmf8W0QZ2xcH8Wu7TsZEJL5nFNP9HXZ9VNm7HGsx2aflVX9ghV9FGSNfVa0byueU49enVkTGeZ2zHrogQpuPyc/vwLkz5/PpbZw8cJFTv91mm5PPMMXH3/K5DETiL4abYlvzNRhq/sXe6yIoR8vGWJZHHbVN+D+mFij0WQmt6cN0Gg0prji8DptAz5vAKXU7yLSGggBlgL5RGQHEGJbzZotItIR+B/GVgHjgEvATYwJwqxLIe+Mqw6vk7JJSy8DkDZhvP4ONTP5RCmVaPsPrFmbnXHWSdpk4HWMVao/AXEYK3i/uMN7lwS6236cUQxj1Wy21H7sQby989IiIJiatapTvkJpQieHEzIsmJGj+9C92zAAZr4bAsDI0X3o8cIIrl+/wfBRvdN1OvpXp+f6g/j3CKdtk6qUKeHLL4fPsvvQGYK71KH/pG+pX6MsgcGL8K9zH2P7BqKUYtvev5gzLOMrWx3b1+eL3rNpGhRC29Z1KFOmKL/8+ie79/xOcI9WDB/yf7TqMBpv77xELBhAhfIl+GmjcQBJz96zGDziDarcX96lMvXsPpLoq7GICLPnDjPtm0EDpuHr60ObFq9Stdp9zP1ghEsaZcuW5MdtSwGYMH4+jR9/lCJF/CA5zpRvACaGfsJHn2xCKThz9grD3n7aZY1+A+ZRv241mrcejn+TGowb1c2ULUFtR5I/f168vfOwaP4AU2VKTEym7RNjERFEYO7MPtxfpYzLtsTGXiM6Jp4K5UuYrnuA0zQrfFOsomt1L3RyOFGR2ylarDBz3s84MdrVOpxdWzBTptffms/BQye5r3xJ3pvdh/+tukBur1zMmdWealWL8d7sjoSF76J2rTKER+xm/oKdTJlgHOQyZdpmAKdpVrUpK8pk1jcjQrrSptMYUlJSeXd6b2pYEGvceVZWxAlHjdHDnzVli2O8GTb+bWv6KBO2WBUnHNu3139qkS9fPjq37MDDNWtQtlxZZk+dwZtD3mLF4mUsDltE9NVooqOjmTxzKiMHD8PX15en23amStX7mTpnuqXt25I2ZcKe7Oqxp/oFK/ooZ3FC/Cpb4hernpMVMcuq51Skumtt4bsf1gHw34lTqd+oAYWLFPZYHba6f/m7YujIoc9YMu77p8fEABELVxI271OuXo0l+moss+YMRaO5VxG9H4dGk7MRkbHAGKWU2F4rYKJSaqRdnooY+7v2VEpFOLw/H/A4xuTgo0BFpdQlMQ7daqGUKueQfzlQXylV1S4tD3AdWKaU6mFL6wEsAioppY7b0o4DG53kqaqU+t1ObyOQWyllfyBWWhleUUp9KCJtMFbM9gCcbXAdp5Q6YnffH5VSLziURQHjlFJjs7vvnSAiAUAU0NK2dYL9tdPAd0qpl+3SmgMbsHse2d1bRM5hrJQNzeb2+5RSzk+3AR6r85Dasn2ZK8VxSr4D37itIdVq3z7THXAjT9nbZ/qX4Z18+vaZNHcVOakeW1X/6gT8ZYnOli0Nb5/pNuS0NmXV885p5bICK3yT0/xyTjWyRKdw3pO3z/QvI6c9KyvISfEccpaP78a2kJP8ayU5qR4XyFNnt1Lq1l8Z0ORIHnr0MbVi/WZPm3FLapfwzZH1S6981WjucmwTdxtse6h+BVTCWM2aCOR38pYCGFsN2PMixgFW/yRpq0jvV0ottkgzEeMwMSspgLHVgD09Xbj39xhbLBxQSl232DaNRqPRaDQajUaj0Wg0HkRPvmo0dyEi0gdjT9TVGHukFgeGAWeA/bZsB4GiIvIasAu4oZTahzEZ2FlEZgLfAHUxvlYf/U+WQSkVKyJvA++JSAmMVbAxGIdtNcNYYbvCRdmDQF8R6Qr8gd3qWTf4HnhJRPZh7GX7JNDYhXuPBnYAm0VkLnAcKALUACrbDt/SaDQajUaj0Wg0Go1G8y9ET75qNHcnvwJtMfYjLYmxH+qPwPN2qys/BBoCk4DCwAmgIrAA49CrXsCrwE6gI04Om/q7UUrNF5G/gLeBbhgx6zTG1/R/MSEZinEI1ocYB4htAgLcNPN1QICJttergecwJlRve2+l1EkRqQuMxXgWJYDLGJPkVq341Wg0Go1Go9FoNBqNRuMB9OSrRpPDse1XOtbutTjJcxxjAjDt9VbgidvoJmBMEjqm3wRG2n7sqeiQLwKIcEi7bR5beoCTtOPYlcEufTXGhGa2ON7XLl0cXp8D2jnLexv9jc5ss127BDzr5NId31spdQp42dk1jUaj0Wg0Go1Go9FoNP9ecnnaAI1Go9FoNBqNRqPRaDQajUajuRvRK181Gs09jYjcLg6mKqXUP2KMCXKlJOB9cZf7QtVqu69hEVadMpuTTnW1ipxWJiueVU4rU74D31gj9HDOKZdVPt6yxRqdxx/f5rbG7pXWDGHPv77QEp1SS0dYomMFVj1vq2KxJTrRZ93XAG6UsObw49LJWy3RyXJcpwex6tT60nJ3nhSfk7CijVsydgQKlzhpiY5V8SYnkdPGN1ZwNz4njeafQq981Wg09zrJt/l5yXOmaTQajUaj0Wg0Go1Go/k3o1e+ajSae516t7l+7B+xQqPRaDQajUaj0Wg0Gs1dh5581Wg09zRKKWu+d6XRaDQajUaj0Wg0Go1G44DedkCj0ViOiIwVEZf2SRWRABFRItLi77LLyT0fEJENIhJru3dnW3ovEflNRJJEJNqWdlxEIlzUjxCR4ybsSvNFgKvv1Wg0Go1Go9FoNBqNRpNz0JOvGo3m7+BDwJqTG/5eZgCVgWcw7N0kIv8BwoCfgEAgbTK4C/COi/rv2N73t5KSkkr31xfS9ImpTJnzfZbrfYetoGSNQXy4/Mf0tOZPTSfgyf/S/KnpbPjxcIZO8AyaBoUw5b+fZdHZsPFXGge8TWCbEZw6dQmApSuiaBzwNm07jeHcuaumdTo99Q7+LYbSot1ITp26ZErDWRrAkEHTaREQzOCB0zJpHNj/O0HNehHo34t9e38D4IvP1tG0UXf8G3fn61UbTWk4S0vD/XKdd9me/q9NJNC/F0HNstrjis7ggdNoFfgK/o27s3XLL26Vqe+bH1Cywgt8uGitKVu6Pz+M1kG9CWjSgwZ1njNdpt69xuDfuDutg3rzv4++y1ymEZ/j3yOc0IU/ZClTpzeW06xnOC17R3DqfAwAA0JX0zx4IY1eCGPLnpOW2eKqTujkcCpXaM3Y0e9nsdsKHVc0AK5fv0HFcq3YELk9U/7ixQuwfPH/sXVzb7y8JNO1KpWLEh7WhYVhXah6f7Fs024X+zp1n4t/52m0eGYGp84Y8Wn/4dM0fWIqTTpNZe/BU4bOTUX/nb/TaeMB5hw5k0Xnr4REXtxyhKc2H2TFsQsAPLnpIF02HeTJTQf58UJMhj0WxC1PtKns4oQZW2a/t4qG/oNpHPA2W7eb718Azp69QoGiT/P7sQum+jpnaZ70jWNfZ1bHMc2MxomTF+j45HgC24wgPCKj3owZMpLOLTswavDwTBqzp86gdpUahI6blJ52+MAhnmjRnk5B7Ti474BbvnGsN54ck3R9IZSAVsNoGhTCkaNGnPBEPL/VeMIVnStXYnjhuRDatnyV0Mnh6XnNtClncdUVWyLXb6PZ4y/RpkVvjhzOvLOXFbHPqrZglY4n+u+cOO7LLt5oNPcSevJVo9FYjlLqlFLK/eOs/34eBDYrpb5XSm1TSl0FqgJewGKl1I9p2xIopfYopf5wRVwp9YdSao/1Zmdm1dpfqX5/aX74aghbdv7OOdtEQBqjBrRn6qinsrxv/ScDifp8EIFNHjB0vtlO9Wrl+CEylC0/HUz/4JLGhCmfsObrcUwe353J//2MlJRUPghbzQ+RU5gw9kVCZ3xuSgdg9vRX2Lx+CiGDnmLm3K9MaThL2/PzIeLjr7F+YzhJScns2pnx4XD82A9YvGwSSz+awvixHwAwZ/YK1kTOZ01kGHNmLTel4Swt/Vm5Wa7/hi5y2Z7BQ3qwYfNC5n84lkkTwtLzuqozeeoA1m5YwLKPQpkamnFCvJkyjRralakTe5q2ZcnyyayJDGPg4O60bd/UtA7AoiUTWRMZRtfn2maUadMRHqhYnM0Rwfy45yTnLsVlKtPskHZsWhTMkJ5NmbXMOPV82lutiQrvxcdTn2Fy+GbLbHFVp0evzixaMgFHrNAxU6aI8JXUqHF/FntiWq3TBgAAIABJREFUYxPp038V+/afz3LttVfrM3zkOkJGrOW1V+tnm3a72Dd7wrNsXvk2If3aMHPBegBGT13Fivdf5n/zX2H01FUArDl7lft987Mq4GF2XIrjwo2kTDpTDvzFzLqV+dz/IbpVKpme/mnTB/mi2UM0KVnIsMeiuOWJNpVdnDBjy+Klkfy0cSqfLh/KtBlfmNYBmPXeKhrUq2ZomOjrnKV50jeOfZ1ZHcc0Mxojxy5l4fw32fD9RIJ7tAJg755fSUhIYOW6b0hOTuaX3RlDmG4vvcDchfMy6U59ZwrvR4Qxf2k4U9+Z4pZvHOuNJ8ckyxYNYuPayUwY+yLvvv+Nx+J5dtqu6kx6J4xRY/rw3br5hAwLznhOJtqUY1x1eSwxYQGr185j0dKJTBg/P5O2FbHPqrZghY6n+u+cOO5z5mON5l5DT75qNBrLcdx2QET8RGSuiJwRkUQROSIiA0VEnLy9kO3r+ldt2wEsF5FiLt4/j4hMsG0VkGT7PUFE8tiuB9jsqwi8aPuKv7JtK7DRJhNpl+Z02wERqSQiS0XknK1cf4rIbLvrWbYdEJFxIvKzrWyXbNseNHSlfI5s232Mlv4PAhDQuDo79mS6JWVKFcrynly5hJZdZ/FcnwVcuZpg6Ow8QsvARw2dZo+wY9fR9PzXriWS3zsvvr4FaFC/OgcPneTy5VjKlS2Gl5cXtWpWYptthZOrOgCVKpYGIE+e3Hh55XJZIzvdHdv3EdSiAQCBQQ3YsW1vuk701TjKlS9N2bIliYk2JtcqVy5HQsIN4uOv4+vnY0rDWVr6s3KzXIcO/umyPRUrlc3k2zRc1cmTJw8A8fHXeKRmNdNlAihTpmgmv7hqSxpfr9zIE52bm9cR4eWeo3mq8wBOnjibnnf73lO0aFgFgOb1KrJj/+lM961Utojhk9y58MqVy+YfL8M/15KoVa20Zba4qlOqVDGchVYrdFzVSEpKZsf2fTRsXCuLPUlJqcTFJWZJB/Dzzcf5C/FcvJiAb8G82abdLvZVqlAcMJ5N2nO6GnON8mWLUrZMEaJjrwHw85V4mtkmUB8v4ceeKwnpGsk3b3LqWhJDfj7Gsz8c5o+46wDkEuGZHw7RZ/tvXE1KMeyxKG55ok1lFyfM2FLxvlIkJiYTHZNA0aK+pnUuXYolNvYaFe8zJrzN9HXO0jzpG8e+zoyOszRXNZKTUzhx8iJ9Xn+PNp3GcPQ3I8b9vHM3/oHNAGja3J9d23em65QoVTJLTIiJjqZsubKU+U8ZYmMyJu6sqDeeHJPkyWMcixIff52aNSp6LJ5n1/+5qnPwwB9Mm7KINi16s31rRl4zbcoxrprpv3188lOmTAn+/ONUJm0rYp9VbcEKHU/13zlt3JedjzWaew09+arRaP5WRCQX8C3QE5gOdAS+x/jK/0Qnb5kFKOA5YATQCcj6nZZbsxgYCiwBOgARQIgtHeBnjG0GLgKrbX83wtgm4A1bnn52ac7KVQnYAfgDo4E2wDig+G1sKwvMBJ4AegAXgM0i8ohLJbQjOvYafgXzA1DIN3/6hMKt+DTsVaI+H0THVrWYMPtbQyc6AT+/AoaOnw/RMRkTENHR8enXAFJTb1K8uB/Hjl8gIeEGUZv2cjU6wZROxt+pTAz9hFeD27iskZ1uTEw8vn4FAfArVJDomIzB/82bGfdWyvhfQcfOzWlUrxsN6z7Ha/26mtJwlpZhu7vlSnXZnjRGj5xL337Ppr82o9P16UF0bNePwKD6psvkDDO2JCcns3//79R+7EHTOlOmDSTqh0UMGvwSQ4fMzLA77gZ+BfMZOgW9iY67kcXm1NSbTPpwM72frpue9uTAj2jz2hKCGla2zBazz9sRK3Rc1Vi6+Guefb7dLe1yRq5cGR8+0z6IOku7k9iXmnqTibNW8+qL/tnaGZOUQsHcxuS5bx4vYpJT0vNcSUzhUMw1pj5WiXG1KvDOvr8AWNCwKl80e4hWZYow65DxQdKquOWpNgVZ44QZWwKaPcKDj/aldcfRvNG3g2mdWXNX0b9Ph4x8Jvo6Z3jSN8bfGX2dGR3naa5pXLoUy979x5k3px/TpwQTMiICgNiYGHx9jQlzXz8/YmNinbnwtv6yot54ckySlJRM06AQ3hgURsP61T0Wz7Pzr6s627buZXBITxYvn8zwobMyym+yTdnHVTPt6fz5yxw5fCzLtgNWxD6r2oIVOp7uv3PKuC87H2s09xp68lWj0fzdtAOaAP2UUtOVUmuVUm8C4cAgEXGcrDyglOpp2wpgDtAHCBCRoDu5mYjUwJi4naCUGm2731iMidHnRKSmUirWti1CEnDRtuXANtu2AodsUgft0pwxDsgPNFJKhSmlopRSi5VSz9/KPqXUy0qppUqpKOA74AXgGPDynZTPVsbeIrJLRP7af/gMK7/7hdh4YzVWbPx1CtsNerKjaBFjVWeXto/y7bp9NG89nJVfbyPWNvCOjbtG4UI+6fkLFfJJvwbg5ZULLy8vRg3rSvsu4/j2+1145RJTOmkMGrqQYsV8efm1OS5rZKfr51eQuNh4Qyc2gcKFfO39mP53LtuquMkTFvDz3k/Zs+8zJk9YYErDWdq0mV+Y8k3WNC+X7QGYO3sFDzxYicZNaqenmdH532fT2bRlMWNGvsfM6Uvcet72mLFl86bd+Der45ZO0aLGqp7GTWpz/twlZk5fQmDwIlZGHfp/9s47PKqia+C/QyghIQkd8iFNpYhIESkihJBQBQLYkCpFARUFpPeAdF4EFKVoKFJUVF4URekBQbpKF9SXIr0lpEEa8/1xN8lmswnszcWNOr/n2Qf23LnnnnOmZnbuDFExxqrM6Nh4Cvp4ZrB58Mz1dGldnYdKp626WT2rI7uWv8Lo9zZn25bsxMYZVuhxRUdSUhKbNu6ieYunsrTLGfZ/+N25ozLIli75gMbPzryntm/Q+M/p+nw9HipXLIOd5y9G8sy2Y3x3IYKYpGQAohOT8bOtegNjMraib36K5stDJV+v1FWuhfIaaVqWKszGixGW1O8LF6+7tU7ZtxNm63dUVBwrPgnn5OH57N72Hzp0mW5KT2RkDOfOX+XRKmU4cvQMXfqFmerrclJsUhg0fBFdOzVm9Ve7sl1uZsxazeGjp03pqFK5NMWK+fFolTJcv2FMwvj4+hIdbfw/JjoaXz/fLGPpGK8PZs3Ndrnp3jWYoBaj3DomyZs3Dz9snsaq5cMY9/YKt7XnmZVHV/VUqFCGyo+Up0SJIuTKlcsow/fYhjrDvl111ZZJU/rzUucRzJy+hCdtb0VYMZ5Yv/En0/XJvi4cPHzKEj3Xb0S7tf/OSeO+zNobjebfhp581Wg095sA4A6w0kG+HMhLxoO5Vjl8/9x2/70e4BVgp9/xeQCN7lHP3WgGfKOUyng6SxaISBMR2Soi14EkIBGoCFS6Vx22yd4nlFKlq1b+P+ZP78xm26FZ4TtPULtGubvqiLK9Ortz3x8ENazM1vWTmf/ua2wOP2jo2XaY2rUqpKb39vbk1u0EYmJusXffSR6pXBqAkNZ1Cd8whXZt6vFS12DTesKWbEBE+PTjoaZ0ZKa3br3H2LrFeG1y6+Y91K6btsC4UGFfzp27zIULV1O3GMiXLw9eXp54e+cnwTbJ4qoOZ7IhA5+xxK/Kj5R32Z5NG3exe/dBho9MP7/vqp74eGMfzAIFvPD2zs/AQd1M57cjrtoC8PWarYTYbTlgRk+U7Y+QkydO41fQh4GDurElrAfzRrdhy97/GXr2naL2o6XSPSfsvwcQgW5taqTK4m3lpUD+vHjnz5NtW7ITG6tinB0dly/f4M+zlwhp1Y9PV65j7Ki5RERkvYouhZtR8RQv7k3Rol7ExiZkkD3zbC+2fjnorm1f2ModiAjdnk/rPgoX9ObchQguXIrk0Ur/x+pGVZj+eHl+sO11+OPVKGoUSouBV24PvHPnIi4pmYu3EvCxbS8RbVsdu+9aNA2L+1lSv5s1edxtdcqxnTBbv3PlEry88pE3bx78/LwoUaKgKT0nTp7n5G8XaBkyjouXIvDx9jTV1+Wk2EBaX9etc5Al/UKjBlXp+EIjl3V4eeWjQAFP4uLiOX/+Or4+xqRbrTpPsCPcOGTwh63bqVUnbWW/MwoWKsSF8xe4dPESBXx8eG1gv2yXm2GDnqXqo2XdNiZRSpFoq9++vl7kz5/Pbe15Zm2zq3oerliGixevEht7i6SkZKMM30Mb6gzHdtVVW+o+WY3vNy1k6IheVKpcHshenUqheVNz7adjXahSuYwlenx9vNzWf+e0cV9m7Y1G828j992TaDQaTbYoDNxQSiU4yC/ZXbcn3ekrSqkEEYnAeF3/Xp8HcNFBntnzzFIEOHfXVHaIyOMY2xysB3ph2JgMfARkXFp3j7RpWp3V3y6hYdvptAyuin8JP3458icHDp2hV6cGTJqzjk/+uxel4MLlSMa+1Zrg598hv2dePPPlYfHslww9reqwuvccGgYPo2XzWvj7F+aXg//jwM+/06t7M0YOfZ5mrcfi6ZmXJR8OAOCNtxZw7PhZypYuzvtz+prW8/qA+dR5oiKNm48koEFVRg9/wWUdzmQ1H38ET8+8NAnsRbXqlShdpiTTpoQxbEQvRo/tS7dOIwCY9e4wAF7p8xxBAT0B6Plye1M6nMlS88pEbOxlCxZPoXQZf5fsGTRgBj4+3rRo0ocKFcsyd94oU3517TScm5ExJCcnM2Fiv2z5NGnaKj5ZtQ2l4OyVREaO7u2SLUop9uw+nCG+rvrUo9toIiOiEBHmzB2R5lNAJXpsOkZA9zBaNqiAfzEffvn1IgeOX6BX+1r0m/wtdaqWIqjXYgJqlSX0tSBeHPo5N6Nvk3znDpPebGKZLa7qWbJoDQvnf05ERBSREVHMfm+4ZXpc0VGqVHF27F4GwMQJC6j/VA0KFUpbRZfbIxfvzW5FxQpFeH9OGxaG7admdX/ClhxgwYf7mDrROJBj6oztABlkATPu3va9PvIT6tQoR+NnZxJQrwLjh4QQOrgNL/Y1VrXPndwRFmykmX9B+p+/QUj4UYJLFqRE/rwciYzlUEQsncoXp3/lUnTccYJkpZhYoywAz23/FU+PXHh6CLOfeMiS+p0ic0edyqydcNWWAgXy0zS4BvUDh5CcfIcxI140padM6WL8GG6cxt2j92xGvdqYsg8Ucbmvc5QNnfKEy3XBqthAxr5u/JhOlpQb/5KFXNYxalgHWoSMIykpmXdn9gagWs3q5MuXj3ZNW/NotaqUeqAUc6a/Q/+hb7Fy6XKWLlxMZEQkkZGRTJk1ncGjhtK3mzHBM/mdaWltqAXlpnnTmm4Zk8THJ9KybSgiggjMndWX8o+5pz3PbDxhRk/3LqO4des2I8f0TssnE+NHx3Z1xPQJLtkybUoYWzfvoXCRgrz3wUjsyW7bd+HiDUYMec6SumDGFkc9Vd3Uf+fEcZ9jbNat349G829D7rbHiEaj0biKiIQC45RSIiLTgUFAfvsJWBEJBLYCIUqptXbfeymlFtmlywvcsunLeARoxme/BrwPPGy/ZYCIlMN4vf9N23YGiMg5YJNSqrtduibARqCxUircTn4aCE9JKyIXbd87ZmHLEiBQKVXO9n0SMBDwU0ol2qU7A5xSSgU6xCadDc54onpZte/7UVkluTcK+mdfRw7jdp57na+//3gmWnO4QE7yCazxK6f5lO/oN5boiX+09d0T/Ut56qnd2dZxYI016wcuv7Ho7onugRLLLGiHLcKqOmVVu2UJkY6/p5rjdrGsV3LeKzkqNhZxSd3rC0ZZU1J2WaInJ5HT+ikr8LxqzeSXrlOZ848sNxblUy6vkANKKWsKj+YvpUqNx9XKTdvdbUaW1CzmkyPLl952QKPR3G+2YbQ1zzvIO2Psueo4Sn/B4fvztvvvdTSf0hu86CBP2Ys1/B713I0NQGsRcWXW0gtjpWvqr14iEgSUscgmjUaj0Wg0Go1Go9FoNDkIve2ARqO533wH7ADmi0gx4CjGIVwvA1OUUtcc0j8qIouBTzH2Qp2EscJ08708TCl1REQ+AUJFJDfwI8Z+sWOAT5RSh61wChhn8+NHEZkM/I6xNUILpVSXTO75HhgALLH5WNFm1z/v536NRqPRaDQajUaj0Wg0evJVo9HcX5RSd0SkFTAZGIaxV+pp4C1gtpNb+gMhwGeAB7AWeNPFx3YH/gf0BEYDF4BpwHiXHcgEpdRpEakHTASmAAUwJlG/yuKe9SLyJobvzwJHgG42GzUajUaj0Wg0Go1Go9H8w9CTrxqN5n7gC1xP+aKUigL62T5Ose1tKravq7PzcNvesqO5y6SmUuoBJ7JNdnbYy8s5kf0BZLrnq/1esnay94D3HMSbHNKEO7NBo9FoNBqNRqPRaDQazd8LPfmq0WgsQ0QKA08B7YHsn6iiuSt3cntbcthBTjo4yarN/P+Jh1zlNJ+s0JPTDtmYf/slS/T0TTxkiR4ryGl104rDsmq1S7LAEjgQbs1BWf/EdiJHYdGhkP/E2FhV9komWnNQlq4LmZOT7MlpB2XltH7KCnJabDQajXvRk68ajcZKAoAVwF6MvU0tRURykfVBgUoplWz1czUajUaj0Wg0Go1Go9FozJDVJIZGo9G4hFJqjVLKWynVWCn1+314xCIgMYvPPR3KpdFoNBqNRqPRaDQajUbzV6BXvmo0mr8TocDcLK5H/0V2aDQajUaj0Wg0Go1Go9HcFb3yVaPJoYhIqIgoF+8JFBElIk3ul13uRCl1Wim1P4vPiXvVJSJLROT0fTTXNHb5GOhuWzQajUaj0Wg0Go1Go/mnICItROSEiPwuIsOdXH9LRI6JyCER2SwiZbP7TD35qtHkXD4CnnS3ERqNRqPRaDQajUaj0Wg0f3dExAN4H2gJVAE6ikgVh2Q/A08opaoBXwDTs/tcPfmq0eRQlFLnlFK73W2H5u/B0EEzaRLYi8EDZ6STHz3yO8GNehIU0JPDh34D4MaNm3TpOIyWTfswbUpYatqkpGS69XqHhsHDmPqfLzI8Y0v4QeoHDiGoxSjOnbsGQIcu0whsNoKGwcM4eeK0y7Z06zyC5sG9CWzQnbq1OmbLFmcyM3rmvP819QIGUz9wCLv2/OqyT/1enURQQE+CG6XJsuNX4+YjCWw2gsbNR7Il/KApHSHPvk1Ak+E0eXp0qsxVv5zJrIqNGZ+WrdxK/cAhtAwZx6VLEdmKb+PmI3m8Xn/avzApNe0Xsycws8/zrHonNIOehNu3Gf70E/y6dwcA3y2ey4jWdfh6/n/SpTNjD8DFizfwKvwcv/9xwRIdKeS4vHpjEQ3bTmfqe99n0BPSbS4B7WbQ5IV3OHfBuOfIr+dp2HY6DUKmcyvuPEWLerFi6fPs2t4bDw9Jd/9DDxYmbGF7Fi1sT4WHi2QqM+uTs3JjRTvsqh6AW7duU+6BZmzZvCdbPkHGcuPOtti+fzlx8pwpHa/1n0fxMl34aPGGbMXGWRtqRs+Zs1do88wEglqMImzJBktiY6bv7d1zHAH1u9E8uDefffJdtmLjmE+u2jJ44AyaBb1CQP1u7Nr5S7r0rujZvGk3jZ56iRZNenPi11Nu9Smz+Jq1x1FmxVjCTIytLDfO6oK7xo9WtRNWtX3O8sqq8ueucQA4H5doNG6iDvC7Uup/SqkE4FOgrX0CpdRWpVSc7etu4IHsPlRPvmo0ORTHbQdExFdE5orIBRGJty2THygi4uR2P9tr9REiEiUiK0SkiJN0WT1fiUiog6ycTd7dTrZERM6JSE0R+UFE4kTkNxHp60RneZstV20+/CIi7Z35LSKVRWS9iMSKyFkR6WG73lVEfhWRGBHZKiIPOdx/WkSWi8grttcIbovITyLS+B589heRj0Xkms2+QyLSxe56LZttbZ3cmxIHDztZbxE5aLPhmoiEiUhhh/uKichKWz5FisjHQMG72WrPzz8dJyYmjk3hYSQkJLJ/39HUaxNC57F0+WSWfTKVCaHzAJj89kLGjOvLdxsXMGxEr9S0X3+zh0oVH+CHzdPY+eOx1EmSFCZOXcX6teOZMqEbU2yDreWLBxG+YQoTQ7vywdxPXbbl4xVTWL95IQMHd6Nlq4bZssWZzIyepcs282P4dD5fMZwZ76x22afBQ7uzZfsiFnwUyuSJC9M9z4w9AJvWTWTr+skEBVY3pWPOzFfYvmkqwwY9y6y5XwGulxtnMqti46pPSUnJzFu4jh82T2ViaFemvfOl6fhuXT+Zresn07VzEK1a1gbg7K9HiI+LY9CCz0lOTOT0sYPp9Oz8+lP+76HKqd+fCulA9/GzccRsfs9+/2vq1q5omY4cmVcbDlLp4ZL88NVQdu77nUtXbqbTM2fii2xfM4Rhr7dg1oebABg7/WtWfvAyny14hYvn1hIVFU/ffl9z+MjlDLF/tU8dRo7eyLBRG3i1T51MZWZj7FhurGqHXdUDsCRsDVWrPpzOZqvKjTvbYvv+5d0PvjGlY8zwDkyf1CPbsXHWhprRMzp0GYsW9GfL95Po1b2ZJbEx0/cCLP54Eus3L6RDx5bZio1jPrlqy5TpA9iw5UOWfzKN6dMWpaZ1Wc/ED1m3YT6Ll01i4oQFbvUps/iatcdRZsVYwkyMM/PLirrgzvGjVe2EVW2fY15ZlU/uGgek4Ni/aDRupBTwp933czZZZvQCvsvi+j2hJ181mr8BIpIL+BboAcwE2gDfA+8Ak5zcMhtQQEdgFBCCsVz+fuELrASWY/xqtA+YZz/hKSKlgT1AdWCgzaafgC9FJMSJzs8xfG4HHAAWichk4FVgOEYsKtme60gg8BaG7y8C8cB3IlIpMwdExBvYhvH6wUjbcw8Dy0SkN4BS6oDNtz4O9xYEXgA+Ukol22RTMV5n2GTzdQjQwmaHh93tq4HWtmd2AJKA9zKz0xl79xwmuEldAIKC67J396HUa5ER0TxQuiSlShXnZqRxHtmxo38wY+piWjTpzZ5daWl37ztB06AaAAQ2eoy9+0+mXouLiye/Z158fLyoW6cSx46fBSBPHuPcxpiYW1R9rILLtqSwdk04bdulzY+7aktm9pnxqVzZEsTHJxJ5M5bChX1c9qlc+VKpsfHwSN/NmrEnVy6haasxdOw2gxs3ok3pKF+uZAabXPXLmcyq2Ljq0/XrUTxQqggeHh5Ur1ae3bYVymZik8Lab/fStrXhy6kjP1O5TgMAKtduwKnDP6WmS0pM4PSRn3mwWq1UmW+RYggZfwczY8+1a1FERcVRrmxxy3TkyLw6cIqmAY8YeupXYu/Pp9PFrnyZorbne+CRy3h+xM04SpcqTCn/QiQn3yIhIZno6PgMcQfw9cnH5SsxXL0ai0+BvJnKzMY4hZRyY1U77KqehIRE9u45TL361dPZZVW5cWdbbN+/VKtazpQOf/90v3eatsVZG+qqnsTEJM6cvUrfN96nRcg4Tv523pLYmOp7RXi5x1iebTeAs2cuZis2jvnkqi158uSx3R/HY9XSJmbMjCe8vfPj71+M//1xzq0+ZRZfM/Y4k1kxljAVY4vKjbO64K7xI1jTTljZ9jnmlVX55K5xADjvXzSa+0hREdlv9+ltVpFtIdYTwIy7pb0bubOrQKPR/CU8DTQAeiillthkG2wThoNE5B2l1DW79EeVUik/4X4vIjeA5SISrJTafB/s8wFeU0ptBRCR7UBzjMnfrbY0oYAAjZRS122y9bZJ2QnA1w46ZyilPrbp248x4dwHKK+UirLJ/YE5IlJWKXXG7t7iwJNKqT9t6TYDZ4DRQNdMfOgBVAAaK6XCbbLvRKQEMFFEwmwTqx8AYQ7P7AbkxdinFxEphzHZOl4pNSHlASJyEthh82WNiDTFyNeOSqlP7WLyHS682nDzZgzlHzSS+/oV4NixP1Kv3blzJ/X/ShkLqXfvOsSPe1dQqLAvnV4YwuZtxkqTyMhYfH29APDz9SbyZmzqvZGRManXAJKTDb0JCYkEtxzNhYs3+OSL2Xz/3Q6XbAFITEzkyJHfqfn4I3bPc82WzOwz41Ngo8d4pMZrJCUls27NONZsOOmyTwBjR8/ltddfTCczY8/nK4ZTuLAPKz/bxsRpq4iJueWyDuP/yUyator5770GuF5unMlc1ZFZbFyNS9Givpw6fYXY2Nv8uPs4EZGxpvSkcOVKJCJQrJgfXIRbMVEULVUagPwFfLh4Ku0Pi93ffkGdFu04dTT967HOMGPP7Llf069va/4ze7VlOiAH5lVUHL4F8ht6fPITGRWHI8nJd5g0ex3zp3fJaCdZn0eZK1faZHjKCyLOZGZ8SsG+3FjVDruqZ9nStbzY+Wn27T2Szn+ryo0722L7/mX1pyM58PPvpvLJEbP57diGuqrn2rUoDh05zW+HF3Dl6k2GjVrCf1eNckvfO3XGQAoX9uPHHT8zfOgsVn423XRsHPPpq42u95kdnhvE/n1HCVuSOmQy1WZdvnydyIiodNsOuMOnzOJrxh7nsuyPJSa/M9blGFtVbpzVhZp1n3DL+DEz3Nn2OeZVweIPWJJP7hoHgPP+RfP3JE+uO5T0dv7Ddw7imlLqiSyunwdK231/wCZLhxiHmI/CmL/IttN65atG8/cgALhDxlWeyzEm/RwP5lrl8P1z2/336wCvuJSJVwBb43QSKGOXpgWwDrgpIrlTPsB6oLqI+DroTF3ar5SKAK4Au1MmXm38avvXvvHEli71VQKlVDTGKtqs/A8AzttNvKawHCiGsRk3GHvCRAKv2KXpA3yrlEpZatEUo31d4eDrHiDa9ixs9iQDXzo881OywLadwX4R2X/tWgS+vgWIjooBICoqloJ+PvZpU/+fy7Z6rEKFMlR+pDwlShQhV65czJr5MY2bj2TN2t1E2SZAoqLjKOjnnXqvn5936jUg9RfwvHnz8MPmaaxaPoy3x8932RaA7dsOENDIWEVo1hZH2YWL103piYrbVA0SAAAgAElEQVSKY8Un4Zw8PJ/d2/7DiDEfm/Jp7pyVVH6kPPUb1ARgxqzVpmNcuLDxvNNnLrN02SZTOgAGDV9E106NeehBfwCX/XImy25szOa3h4cHY0Z0oFX78Xz7/X48conp+AJ89c0eQmyrXsGYcL0da/h1KzaG/AWM5ik5KYlju7fzaP2sdzHZuHyBKXsiI2M4d/4qj1Ypw5GjZ+jSY2a2dNiTo/Lq2Zms+e4XomJuGXpiblHQ7o+1FAaN/5yuz9fjoXLFMtgpdxnC2v/xeOeOciq7fHGjZeUmu+1wCq7oSUpKYtPGXTRv8VSq3Gw+OZabjxZvcGtbDGn9S5una9Pk6dGm8ymF7LTDkNaGrv5ql+nYVKlcmmLF/Hi0ShkOHj7ltr63cGE/AOo3qMnlS9csGweMe3uFqbbmsy9msm3nUsaNfj9V5qqeSVP681LnEcycvoQn61d3q0+O8QVrxjczZq3m8NHT2RpLtA+px9FjZ0zF2Kpy41gXrt+ItmT82Dy4t9vaCSvbPse8sqL8gfvGAZmNSzQaN7IPqGDbEjEvxpuy6RaCiUhNYAEQopS6YsVD9eSrRvP3oDBww7YhtD2X7K7bk24DPNt9EWS9l0l2iHAiiwc87b4Xx1ghmujwSVnC77gnraPOhExkODwHHPy3k2Xlf2HgohN5uhgrpW4Di4GetknVhhgTs/Pt7kl5p+Z3MvrrQ5qv/kCEUirxHuxPRSm1UCn1hFLqiaJFC1G33mNs3bIPgK2b91C77mOpaQsV9uXcuctcuHAVH19jcPRwxTJcvHiV2NhbJCUlM3BQN7aun8z8d19js21j//Bth6ldq0KqHm9vT27dTiAm5hZ7953kkcqlUUqRmJgEgK+vF/nz53PZFoCv12wlxPbKmFlbHGXNmjxuSk+uXIKXVz7y5s2Dn58XsXG3XfZp08Zd7N59kOEjX05NN2TgM6bsAVIHsXWeqMgLzzU0pSNsyQZEhG6dg1LTuuqXM1l2Y2M2vwFCWtclfMMU2rWpx0tdg03rAfhq7R7ah6T9NlO+6uOc2L8TgF/37aB8VWMSPfrGNW5cvsDcAd3Yt34Na+ZNJy4q/V6lAE279DFlz4mT5zn52wVahozj4qUIfHy8sqVj4+ZfePXNeTkvr74cxPzpndm8w/j9LHznCWrXKJcuhmErdxhl9vm0fClc0JtzFyK4cCmSXB6OzX56bkbFU7y4N0WLehEbm+BUVsK/qWXlJrvtcAqu6Ll8+QZ/nr1ESKt+fLpyHWNHzaV7z3bZLnsbN//CgZ//cGtbbN+/vN63NU2CapjOpxSy0w7bt6Fm9Xh55aNAAU/i4uI5f/46VSqXcVvfG2WbgDl54jR+BX3cOg6IjzfqZ4ECXnh7509N66qeuk9W4/tNCxk6oheVKpd3q0+O8QVrxjeNGlSl4wuNsjWW2LnrOA+WL2kqxlaVG8e64OvjZcn4cf3mhW5rJ6xq+5zllRXlz0x+WzUOyGxcotG4C6VUEtAPYxHYcWCVUuqoiEyw2w5xBlAA+Nx2To3jW7ouo7cd0Gj+HtwACotIXocJ2JJ21+0pYf/F9otOIZwsp8+CeIxVtfa4dGiXA9eBH4BpmVy38ujLEpnIsvL/BsYeso44i/E8jD1l2wLtgdMYjXcKKdsqNMP5xHTK9YtAIRHJ4zAB68z+TKn5+CN4eualSWAvqlWvROkyJZk2JYxhI3oxemxfunUaAcCsd4cBMHpsX7p3GcWtW7cZOSZtC5w2reqwuvccGgYPo2XzWvj7F+aXg//jwM+/06t7M0YOfZ5mrcfi6ZmXJR8OID4+kZZtQxERRGDme+Oo/Eh5l2xRSrFn9+HU72ZtAZzKXNVToEB+mgbXoH7gEJKT7zBmxIsux3fQgBn4+HjTokkfKlQsy9x5o7LlV3DL0eTPnxdPzzwsXjCA4sX9XNbx+oD51HmiIo2bjySgQVVGTBhiqtw4yqyKjZm4vPHWAo4dP0vZ0sV5f05f03qiouKIvBlDmdLFUvOpTOWq5M6bj5l9nueBClUoVPL/+G7xXFr26MfwxcbY65sPZ/Fw9dp4+fqx8+vP2P7lMuKiIomLvsmLQ942ZU+Z0sX4Mdz4PapH79mMGvYCZcsUz7aOHJdX8Tdo07Q6q79dQsO202kZXBX/En78cuRPDhw6Q69ODXh95CfUqVGOxs/OJKBeBcYPCSF0cBte7PshAP6lnie3Ry7em92KihWK8P6cNiwM20/N6v6ELTnAgg/3MXWicaDR1BnbAZzKrCo3VrXDrugpVao4O3YvA2DihAXUf6oGhQr5QmK0JWXPbGysaIsd+5e5s/ry8EP+LtsyadoqPlm1DaXgwsUbjB35oimfHNvQ8WM6mdIzalgHWoSMIykpmXdn9rYkNmb63h7dRhMZEYWIMGfuCNN1wVk+lX/MtbrQtdNwbkbGkJyczISJ/UzVBYBpU8LYunkPhYsU5L0PRrrVp8zia1Wd8i9ZKNtjCTMxtqrcOKsLVV20xcrxo1XthBVtn7O8KlLOmnxy1zjAWf9S8bEM5zJrNH8pSql1GG/l2svG2v2/idXPFMc9PTQaTc5AREKBcUopEZFWwDdAF6XUCrs0H2KsJi2llLomIoEYe6yuV0q1sEvXGeP1+Sb3uueriJwATiilQuxkY4Hx2O09KyJLbHofcLg/HEApFWiX7kmghlLq1t38BvLYfpVKkZ8GdiilutjJUvxtqpTaZJfu/4CH7PZ89cHY8/VbpVRXO3sClVLlbN9fB+YCDZRSO+2esQHjkLD/SzlMyyb/HigI1AAmKKUm2117CGPbhd5KqbAsfG0KbCD9nq/Y9nxtQfr9Z53yeK0qauee5VkluSc8E12Zl3fO7TzWLKy2whYrscKvf6JPVpHTYjP/UDVL9PStdujuif4iclzdjHT2koFr1GqXdPdE98CB8Iwrn8yg65TGXeS0+v1PrAs5LcZWkNN8ymn25CT+iXUql1fIgbvsyanJoVR/vIZav/N+HCFjHf5eRXNk+dIrXzWavwffYRzUNF9EigFHMQ7hehmY4nDYFsCjIrIYY+/QisAkINzFw7Y+BUaLyChgN9AQ4wAts4wF9gLbRWQuxmrRQkBV4EGlVM9s6HbkMsaBZKEYK3iHAd7A21ncswToD6y2+XwO6Iyxf2sf+4lXGx8AX2FsJZBuglUp9YeITAPmikglYBtwG2Nv2qbAR0qprUqpjSKyA1ggIkWB34AOGDHRaDQajUaj0Wg0Go1G8zdHT75qNH8DlFJ3bKtfJ2NMJBbBmLx8C5jt5Jb+QAjwGeABrAXedPGxUzBWdvYDhmMsy++KcWiUyyilzorIE0Aohh/FMF6/PwIsNaMzC7YB4bbnPAAcA1oqpU5mdoNSKlZEGgHTgakYe7OeALoqpZwtLf0WuIWxmjbDHq1KqZEichx43fZRwJ/AZoxJ1hSeAd7FiHcyxmbf/YA1Lvir0Wg0Go1Go9FoNBqNJgeiJ181mpyLL2l7g6KUisKYlOuX2Q22V9RTjqtcnZ2H2w6W6m/72CMO6bpncn+gE9k5jNW6WT03FGOC1lFezoks3NEeu2sfAR9l8ZzuTmQXMSaY74UgID/pD9py1LcMWJaVEqXUVZyvKHbql0aj0Wg0Go1Go9FoNJq/D3ryVaPJYYhIYeApjIOcdrvZHI0Dtv1cHwRmAT+5uJWDRqPRaDQajUaj0Wg0mn8RevJVo8l5BAArMPZHHWC1chHJBeTKIolysr+pJo0xQBfgIMZhZ/8MLDgAh2LWHAiQ0w5dyEmHN+S02FhhT07zqW+Z9ZboAf9sa8hJh2xYyeU3FmVbx4HwURZYArUC/7REz4FwS9RYwj+x3EQmlLFET8G8Zy3Rk5PaUM+r+y2wxDpO5G5siZ5KhTLdKeresWJsA3gWtERNjurvclIZtpKcZo8V5KRxqDr5s7tN0Gj+tujJV40mh6GUWoNxONT9YhHwUhbXtwGB9/H59xVn2xNYrL870P1+PkOj0Wg0Go1Go9FoNBrNPwM9+arR/PsIBeZmcT36L7JDo9FoNBqNRqPRaDQajeYfjZ581Wj+ZSilTgOn3WyGRqPRaDQajUaj0Wg0Gs0/nqz2fdRoNP8yRCRURJSL9wSKiBKRJvfLrvuFiJSz2f7yXdKFi0i43fcUnwMzS2OBbUtE5LRV+jQajUaj0Wg0Go1Go9H89ejJV41GY89HwJPuNiIH8prtk2MZOmgmTQJ7MXjgjHTyo0d+J7hRT4ICenL40G+p8lu3blPugWZs2bwnVZaUlEy3NxbRsO10pr73fYZnvDZiJcWrDuKjFTtSZWfOXadNt7kEPTeTJYvWuGzLtClhPFimOaFjP8iWT/1enURQQE+CG6X3MykpmW693qFh8DCm/ueLDM/YEn6Q+oFDCGoxinPnrgHQuPlIApuNoHHzkWwJP2hajzOZGT0hz75NQJPhNHl6NOfOXbYsxmZs6dBlGoHNRtAweBgnTp5z2ZYbN27SpeMwWjbtw7QpYenSW6HHjE+v9Z9H8TJd+GjxhvR6XKwLId3mEtBuBk1eeIdzFyJM27Ns5VbqBw6hZcg4Ll265rYYW1luzpy9QptnJhDUYhRhS4w4J91R9Nv3OyHhR3nvxIUMev6MjafrzhM8u/0YK09dAeCZbcdov+0Yz2w7xpbwg6brd+PmI3m8Xn/avzAJgKJFvVix9Hl2be+Nh4ek0/HQg4UJW9ieRQvbU+HhIpnKzMYm0/KXjbp58sRpwD3lBpz3L67oGDxwBs2CXiGgfjd27fwlXfpxQ0fTrmlrxgwemU4+Z/o71HyoKtPGT06VDejdj1aNmvNsi7as/uxL0z5ZWRfSt+eu1+8sbbGqzcrGOCBspSH/z5jh9GzTjOmjhqa7f+KgN+neqgk9Wjfl5NEjqXKlFB0a12f18iXp0rsSm26dR9A8uDeBDbpTt1bHbMXGmcwdfWZmdcyqsucOn6wa94HztsZVPau/2EjDJ7sRUL8ba78Ot9wed41lrepbMh0Tj/qSgO5hTFv0QwY9IW+uoFGPMJr2XsK5yzcB6DHmvzzZZSFBvRazct2hDPdoNP8G9OSrRqNJRSl1Tim129125DSUUseUUsfcbUdm/PzTcWJi4tgUHkZCQiL79x1NvTYhdB5Ll09m2SdTmRA6L1W+JGwNVas+nE7P1xsOUunhkvzw1VB27vudS1duprs+ZkArpo95Np1s9NQ1LJr1Elu+GET3nu1ctqV7z3Ys/nhitn0aPLQ7W7YvYsFHoUyeuDDNp2/2UKniA/yweRo7fzzGpUsR6Z4zceoq1q8dz5QJ3ZhiNxDdtG4iW9dPJiiwumk9zmRm9MyZ+QrbN01l2KBnmTtnhWUxNmPL8sWDCN8whYmhXXn3g29ctmXy2wsZM64v321cwLARvUznd2Z6zPg0ZngHpk/qkT42JurCnIkvsn3NEIa93oJZH24yZU9SUjLzFq7jh81TmRjalXdmLHVbjK0sN6NDl7FoQX+2fD+JXt2bAbD+YgQP++Tn68BH2Xstmiu3E9LpmXr0T2Y98SBfBlShU/niqfLPGz7C6kZVCAqsbsqWresns3X9ZLp2DqJVy9oAREXF07ff1xw+cjmDv6/2qcPI0RsZNmoDr/apk6nMbGyclr9s1s0P5n7qtnIDGfsXV3VMmT6ADVs+ZPkn05g+bVFq2kM/HyQ2NpY1G78hMTGRXw6knbrd6aUuzF00P0P+zV00jy+//4pnOqTVV3fWBfv2fNbcr6yzxao2K5vjgF6dGnD80C/ExcawaO0GEhMSOPrzgdS0Pd58iyXfbiL03Xks+M+UVPm29esoVKRoOr2uxubjFVNYv3khAwd3o2WrhtmKjTOZO/rMzOqYFWXPXT5ZNe4D52NZV/W8N2cl6zcvYP3mhbw3e4Wl9rhzLGtV3wJOxsTbTlC5XFG2L+nFjp/Pcula+uNC5gx7mm2LezG0R0NmL9+VKl82+Vm2hPWg09PV0Gj+jejJV41Gk4rjtgMi4isic0XkgojEi8gJERkoIuLkdj/bq/IRIhIlIitEpIiTdFk9X4lIqIMsZWuA7nayJSJyTkRqisgPIhInIr+JSF+He0uKyFI7+y+KyDciUpxMEJGiIrJHRI6LSBmbzNSWAiJSTETmi8h52/N/FZHeTtIFi8hPInJbRP4QkT6uPGfvnsMEN6kLQFBwXfbuTvtFOTIimgdKl6RUqeLcjDQGRwkJiezdc5h69aun07P7wCmaBjwCQGD9Suz9+XS66/4l/NJ9T0xM5sy5G/QdupwWHefw28kzLttSokQRnBUnV/WUK18KgDx5cuPhkda17d53gqZBNQyfGj3G3v0nU6/FxcWT3zMvPj5e1K1TiWPHzwKQK5fQtNUYOnabwY0b0ab0ZKbbjD3ly5W0883DshibsSVPHmOr+JiYW1SrWs5lW44d/YMZUxfToklv9uxKS2uVHjM++fsXzhgbF+sCQPkyRW0x8sAjVy5T9ly/HsUDpYrg4eFB9Wrl2bP7kNtibFW5SUxM4szZq/R9431ahIzj5G/nAfjpRgyNihtxfKqYLz/fiE3Vk3jnDufiEhj60yle/OFX/oi+BUAuEV744Th99/zGjRvRpvI7hbXf7qVtayMeCQnJREfHZ/AVwNcnH5evxHD1aiw+BfJmKjMTG8ik/GWzblZ9rILbyo2z/sVVHXny5LH5Esdj1Sqmpv1p3wECghoB0LBxAPv37Eu9VqxE8YzlVYQ3X+lHt+c6c+7sn6btsbINTd+e57LOFqvarGyOA07+cZnD+/dRr1EQAHUDGnNw/97U9KXKljOemTsPHh4eqfLvVn9O8/bpJztdjU0Ka9eE07Zd42zFxpnMHX1mZn5aUfbc5ZNV477MxrKu6nnwwQeIjb1NTMwtfHy9LbXHnWNZq/oWZ2PiPYfO0aTeQwA0rl2OvUfOp3tO+VKFDD9y50ptW0Sg++j/EvLmCs5ciMxgm0bzb0BPvmo0GqeISC7gW6AHMBNoA3wPvANMcnLLbEABHYFRQAiQ8Z0W6/AFVgLLgbbAPmCeiDS2S7MMYxuFIUBT4E3gHODlTKGIlAN2YvjRQCl11lm6e0FEfIEdwNNAKNAKWGuz8Q27dI8A64BbwIvASGAAEHyvz7p5MwYf3wIA+PoVIPJm2gD9zp07qf9XyphXX7Z0LS92fjqDnsioOHwL5AfAzyc/kVFxWT732o0YDh0/x/zpXZgZ+jyjRsxx2RarfEph7Oi5vPb6i2k+Rcbi62tkt5+vN5E3Y+2uxaReA0hONvR+vmI4W9dPpk2rOkyctsqUnsx0m7HH+H8yk6atotcrz1gWYzO2JCQk0jB4GG8OWki9OpVctmX3rkMMHtaDpSumMHL47NTrVukxG98MsXGxLtjrnDR7HX26Bpiyp2hRX06dvkJs7G22bjtEZGS022KcGa76dO1aFIeOnGb+e68zc2ovho1aYtiTkESB3Mbki08eD24mJqXedyM+ieM345j+eHnGVy/D24eNibMP61VgdaMqNPMvxMRpq0zn95UrkYhAsWIZJ1gcyZUrbZIgZcLAmcxMbDIju3WzTt3H3FZunPUvZspeh+cG0ebp1wkKTltZHHXzJj4+PgD4+PoSdTMqY/DsGDdlAmu3rOP1t95g/Iix2bLHGdltz/v0amGdLVa1WdkcBwyb+CXRUZF42/KpgK8v0TdvZrjv3UmhdHzZ+L1819bN1HqyQbrJWDCXT4mJiRw58js1H38kVWY2No64o8/MzE8ryp67fMoMq8ayrupp064xT9buRL0nOvLq6x0stcedY1lnWDYmjr6Nb4F8hl8FPImMvp3hWcnJd5j80XZ6P/cEAP8Z1JwdH7/M0B4NGPzO+kxt1Gj+yejJV41GkxlPAw2A15VSM5VSG5RS/YEwYJCIFHVIf1Qp1UMp9b1S6j2gLxAoIvc8iegiPsBrSqkFSqmNGJPENzAmf1N4EpirlFqhlNqulPpcKdVXKXXaUZmIVAd+BP4AgpRS17NpX3+gLBCslPpQKbVJKTUEWASME5HctnSjgWigmVJqjVLqM6AZUOJeH+TrW4DoqBgAoqJiKejnY+9X6v9z5cpFUlISmzbuonmLp1Lls2Z+TONnZ7Lmu1+IijFWmEXF3KKg3SDMGX4++alS0Z9iRXx4tNL/ceP6TZdsscqnFObOWUnlR8pTv0FNw6fmI1mzdjdRtj+0oqLjKOiXtqrBz8879RqQusqgcGHjWe1D6vHtd/tM6XGUXbh43bQ9AIOGL6Jrp8Y8+FDpbMc4O7HJmzcPP2yexqrlwxj39gqXbalQoQyVHylPiRJF0tmXXT3Z8cmeGbNWm6oLKQwa/zldn6/H6nU/mbLHw8ODMSM60Kr9eL79fj8PVyjjthg7YjbGfn7eVKlcmmLF/Hi0ShkOHj7FM9uO8d2FCGKSkgGITkzGL0/u1Pt88nhQ0Tc/RfPloZKvFxEJxsRsobxGmj/j4lm6bJPp/P7qmz2E2Fa93g37P4rv3FFOZZcvbrSu/FlQN98eP98t5cZZ/+KqjhQ++2Im23YuZdzo91NlPr6+REcbkxcx0dH4+vlmiKE9hQobq6/q1q/HlctXsmWPPdltb1La84ce9LfGFqvaLAvGAdcjYing40esLZ9io6Pw8Uv/I8eKBe/zYMXK1KxXH4D/rlhK245dMug2E5vt2w4Q0KiWJbFJYcYH693WZzrKZs38mObBvbNd9lZ/tcttPmWGFW2Nq3oApkz8kJ8Ofc7Ph79gysQPLbXHirFsdvI7hez0LY5j4qBei1mz9ThRMcbbItGx8RT08czwzMEz19OldXUeKm2swC3sZ9S7BjXLcvlaTIb0Gs2/AT35qtFoMiMAuIOxutSe5UBeMh7Mtcrh++e2++/XAV5xSqmtKV+UUvHASaCMXZp9wBAR6S8ij2WyXQIYvm4DNgEhSilzyyLS0wLYA5wSkdwpH2A9UASoYkv3JLBOKZX687NS6k+MFbhOEZHeIrJfRPZfuxZB3XqPsXWL8frl1s17qF33sdS0hQr7cu7cZS5cuIqPrzeXL9/gz7OXCGnVj09XrmPsqLl079mOrV8OYv70zmze8SsA4TtPULtGuSwd9PLKSwEvT+LiEjh/MQIfX2+XbMkKV/Vs2riL3bsPMnzkywAMHNSNresnM//d19hsOyAgfNthateqkKrH29uTW7cTiIm5xd59J3mkcmmA1MHnzl3HCQqsZkqPo6xZk8dN2xO2ZAMiQrfOQaZi44jZ2CilSLStTvT19SJ//nwu2/JwxTJcvHiV2NhbJNkm3sz45KgnO/ltz5CBz5iqCwBhK3cY+fT8kwx5rblpe0Ja1yV8wxTatanHUw1qui3GjpiNsZdXPgoU8CQuLp7z569TpXIZVjeqwvTHy/ODbe/FH69GUaNQ2nO9cnvgnTsXcUnJXLyVgE8eY0VctK381SxUgBeea2g6v79au4f2IffWNd2Miqd4cW+KFvUiNjbBqayEf1Pryt/fuG46618iIqJctiU+3ohzgQJeeHvnT01bq84T7Ag3Dnf5Yet2atV5Isu8i44yJgB/P/k7fnYTgO6qC3Cf2nOr2iwLxgG+Pp5Uq12HvdvDAdizPZxqtWqnpt+1dTMH9+3hlbfSDuI688fvvPVSR5bNe4+VCz/g1G8nTMfm6zVbCbFtOZCd2Nhjtj23ol46ygYO6sb6zQuzXfbc2dZkhhVtjat6APLly4OXlyfe3vlJSEh7A8MdbZ+zsazZ/LbHbH5DxjHxlrAezBvdhi17/2f4te8UtR8tle55Yf89gAh0a1MjVRYVY6yOPXH6Gn5OJms1mn8Due+eRKPR/EspDNxQSiU4yC/ZXbcn3UklSqkEEYkASnF/iHAiiwfse/QOwDhgKMa2CBdFZD4wUSll/17O00ABYIFSKglrKA48DCRmcj1lP1x/HGJn4zJQ3tmNSqmFwEKAx2tVUTUffwRPz7w0CexFteqVKF2mJNOmhDFsRC9Gj+1Lt04jAJj17jBKlSrOjt3LAJg4YQH1n6pBoUK+cBXaNK3O6m+X0LDtdFoGV8W/hB+/HPmTA4fO0KtTAybNWccn/92LUnDhciRj32rNqAFP06LTHJKSk5kxdwKu2AKwZNEaFs7/nIiIKCIjopj93nAAl/UMGjADHx9vWjTpQ4WKZZk7bxQAbVrVYXXvOTQMHkbL5rXw9y/MLwf/x4Gff6dX92aMHPo8zVqPxdMzL0s+HABAcMvR5M+fF0/PPCxeMMC0HmcyM3peHzCfOk9UpHHzkdRv9CRjxvW1JMau2hIfn0jLtqGICCIwd1Zfyj/mWj6NHtuX7l1GcevWbUaOSdv+2NX8zkyPmfhOmraKT1ZtM8r1xRuMfa2Rqbrw+shPqFOjHI2fnUlAvQqMn9THlD1vvLWAY8fPUrZ0cWZ+MIH8+T3dEmOryg3AqGEdaBEyjqSkZN6d2Rtmr6KZf0H6n79BSPhRgksWpET+vByJjOVQRCydyhenf+VSdNxxgmSlmFijLADPbf8VT49ceHoIKxYPo3hxP5dtiYqKI/JmDGVKF0uNTW6PXLw3uxUVKxTh/TltWBi2n5rV/QlbcoAFH+5j6kTjkLCpM7YDOJVZVv5GvpjtujnzvXFUfqT8X15uMutfChXydcmWrp2GczMyhuTkZCZM7JdqS7Wa1cmXLx/tmrbm0WpVKfVAKeZMf4f+Q99i5dLlLF24mMiISCIjI5kyazqv9+zLzchIRISps2eY8snqumDfngc0qMqICUOsscWKNmtISLbHAe9OfJE81WqQ19OTnm2aUbFqNUqWKs1Hs2bw8sAhTBs5GG8fX15p/zTlHqrA6Jnv8tnWHwH4+tPlJCUlUb5CJVP5pJRiz+7Dqd9T66UJnzLIJrzitj7TUWZV2Rs/ppNbfLJi3JfpWNZEuXmlz3MEBfQEoOfL7d3a9lk5lrWibwEnY+LYs7QJqESPTccI6B5GywYV8B0/z/cAACAASURBVC/mwy+/XuTA8Qv0al+LfpO/pU7VUgT1WkxArbKEvhZEl5FfEhl1GxF4f1Rr1v2Qtt+sRvNvQe62/4pGo/n3YDvsapxSSkRkOjAIyG8/ASsigcBWjBWia+2+91JKLbJLlxdjH9NxSqmMx5o6f/5t4B2l1Eg7WS1gP9BDKbXEJlsCNFFKPeBwfziAUirQie5KwEvACIztCubZ9ng9BbyG8ap/MNBSKbXT4d50eu18bqyUCs8kzW4gGWP7AWecUEpFi8j/gB1KqW4Oz9wKlFdKlcvkfsCYfN25Z3lWSe4Jz6v7s63jdrGsVyH91Xgmnr97or8Zt/NY81uGVbGxyh4rsCy/Iy9ao6egf7ZV5KT4gnUxvtzV2bbhrlFi2SgLLIFagX/ePdE9cCA842ojd5HTyo0VRCaUuXuie6BgXtNbuacjJ7WhVvTfVnIwdydL9FQqlP3JGctiY0F7DjmvD7eCf2J7k9PISfmtTv5siR6PGuMOKKVy1h8Omnui+uM11Pqdm91tRpb4exXNkeVLbzug0WgyYxtGG/G8g7wzkADscpC/4PD9edv9jumy4gxQ1UHWyoX7M0UpdcI2qRvh5BmJGPZvAL4XkYYWPPJ7oDJwVim138knZdf9XcDTIpL6PpaIlAYybmSl0Wg0Go1Go9FoNBqN5m+F3nZAo9FkxnfADmC+iBQDjmK8nv8yMEUpdc0h/aMishj4FKgITALClVKu/DT2KTBaREYBu4GGpD9A654RET+MPVxXAL9iTLC2BQphTLKmQymVKCIv2tJ/JyJPK6W2O6ZzgVkY2x78ICKzgBOAN8aEbEOlVFtbuokYE9UbRGQGxn66oTjfikCj0Wg0Go1Go9FoNBrN3wg9+arRaJyilLojIq2AycAwjD1KTwNvYeyf6kh/IAT4DPAA1gJvuvjYKUBBoB8wHFgHdMU4uMpVbgM/Aa8AZTEO/zoBdFZKfeXsBqVUkoh0ApZhTMC2tj/UyxWUUjdFpD4wFiN+pYBImw1f2qU7LiJPAzMwYncemIZxEFegmWdrNBqNRqPRaDQajUajyRnoyVeNRmOPL3A95YtSKgpjIrRfZjfY9jwV29fV2Xm4Uuo2xiSu4z6p4pCueyb3B9r9Px7oc5fnnXaiOxno5CALdPge7uS+dGlssghgoO2TlR2bgJoO4gVZ3aPRaDQajUaj0Wg0Go0m56MnXzUaDSJSGGOP0fYYr/trNBqNRqPRaDQajUaj0WiyiZ581Wg0AAEYe53uBQZYrVxEcpH1AX/KtuJU4yLJKq8lp0AXLJZ9W3LSaaxg3Qm8b6/Lm20dbzQpaYEl4Du8syV6Lk1YYYmekomunKd3f7HsxOVi/7yTm3PSyewAJZaNyrYOq2w5EG6JGmoF/mmJngPhpbOtI6fld07CqthcUk9aoqcgZy1Q4p99HViX35U4aYkeS7AoNlaRk8ZJVuV3TmtvrLAnJ9mS04h/tLVFmsZZpEej+fuQ1WSIRqP5l6CUWqOU8lZKNVZK/X4fHrEI48CrzD6uHMql0Wg0Go1Go9FoNBqNRvO3QK981Wg0fwWhwNwsrkf/RXZoNBqNRqPRaDQajUaj0fxl6MlXjUZz37EdbHXazWZoNBqNRqPRaDQajUaj0fyl6G0HNJp/OCLSXUSUiDzsbltcQURGishZEUkSkV/cbc/dEJFwEQm3+x5oi3ugnWyAiDzjDvs0Go1Go9FoNBqNRqPR/PXoyVeNRpPjEJE6wCTgU4zDwLq61yJT/AQ8afs3hQHAfZl8HTd0NO2atmbM4JHp5HOmv0PNh6oybfzkNCN696NVo+Y826Itqz/7MlU+dNBMmgT2YvDAGel0HD3yO8GNehIU0JPDh34DoN+rkwgK6ElwozRZCklJyXTr9Q4Ng4cx9T9fZLB1S/hB6gcOIajFKM6du5Yqv3jxBl6Fn+P3Py6Y0tGhyzQCm42gYfAwTpw8Z8qvzZt20+ipl2jRpDcnfj2VmnbTR9NYNuIlNn44NZ2Ob+aMYsngTqwY1YOj274FIPr6FVaO7sXHQ7tw6pf0B1K5kk8At27donr5Kmzfsi0tvnfu8PK6wzT9ZC8z95zCkRaf7aP5Z/to8dk+ws9eT9OVmMyD88LZeiZN5oo9mdl4t7x6rf88ipfpwkeLN6TKHPPPTH43bj6Sxs1H8ni9/rR/YVJqWlfyG+DWrduUe6AZWzbvSZfeFT3TpoTxYJnmhI79wHIdVvlkJsZnzl6hzTMTCGoxirAlG1y2xep2Ir3sssv23Lhxky4dh9GyaR+mTQnLli3OynXRol6sWPo8u7b3xsND0ul46MHChC1sz6KF7anwcJFMZVbZY0ZHyLNvE9BkOE2eHp2ubbai/FlVbv6KNute+ihXbRn6xiBCgp+mbZNWHDt8NF16K/ooq8qwq/b8U9s+Z7Gxqg11V/22os/MrG5aNWZzxZZunUfQPLg3gQ26U7dWx2zZYkVdGDxwBs2CXiGgfjd27UxbM+Ku/Laq7DnrF6zIJ43m34iefNVoNNlGRPJZrPIR27/zlVI/KqUOW6w/FRHJIyJy95SuoZSKUkrtVkpFWa3bkUM/HyQ2NpY1G78hMTGRXw78nHqt00tdmLtofoZ75i6ax5fff8UzHZ4F4OefjhMTE8em8DASEhLZvy/tj8MJofNYunwyyz6ZyoTQeQAMHtqdLdsXseCjUCZPXJhO99ff7KFSxQf4YfM0dv54jEuXItJdnzh1FevXjmfKhG5MsRv8zX7/a+rWrmhax/LFgwjfMIWJoV1594NvTPk1ZeKHrNswn8XLJjFxwgIALv1xjITbt+g6ZSnJSYlc+O1IOltCBk2l86TFPNqoFQC7vgwjoHM/Xhy/kB8/T4uNmXxauWQ5lR+tkk727R9XqVjYm40d67DrQgSXY+Mz3Pft87X4vkNtAsukTegsOXyeR4sWMG1PZjbeLa/GDO/A9Ek90skc889Mfm9dP5mt6yfTtXMQrVrWBlzPb4AlYWuoWjX9iwGu6unesx2LP55ouQ4rfTIT49Ghy1i0oD9bvp9Er+7N3N5O2Mv+M22xy/ZMfnshY8b15buNCxg2ole2bHFWrqOi4unb72sOH7mMI6/2qcPI0RsZNmoDr/apk6nMKnvM6Jgz8xW2b5rKsEHPMmvuV4A15c+qcvNXtVn30ke5aku/QW/y9eZ1zJr/Lu9MSZuwsKKPMuuTszKs277MY2NFG2qVPe7qMzOrm1aM2Vy15eMVU1i/eSEDB3ejZauGlue3y3Vz+gA2bPmQ5Z9MY/q0RZba486y59gvWJVPGs2/ET35qtHcB0Qk1PbKeQUR+VZEYkTkjIiMFZFctjQp2wGUc3avg0yJyEQRGWTTE2fTW9z2WSUiN0XkTxEZlolZ/ycia2y2XBeR90Ukv8NzvERkmoicEpEE27+jUmy2pUl5nf4ZEflQRK4CGf/SzDw2dURkk82OWBHZbFvpmnI9HFhi+/qH7VmhLuh/RUR+EpFbIhIhIttEpL7tWjmbvtdEZLqIXADigYK26+VFZIWIXBWReBH5RUTaO3nGiyLyqy3N0UzSpNt2QEROA2WBzja5EpEltmsVReS/InJFRG7btlv4XETuaV/un/YdICCoEQANGwewf8++1GvFShQnw9yyCG++0o9uz3Xm3Nk/Adi75zDBTeoCEBRcl727D6Umj4yI5oHSJSlVqjg3I42z0cqVLwVAnjy58fBI35Xs3neCpkE1AAhs9Bh7959MvRYXF09+z7z4+HhRt04ljh0/C8C1a1FERcVRrmxx0zry5DHCFRNzi2pVy5nyC8DbOz/+/sX43x/GSozzJw5RvkY9w+/q9Tj/60H7YPLNrJF8PrEfN68Yq6GunvmNUpVrkDe/F3nzexMfF2MqnxISEvhp7wFqP1knnXzfhZsElTUmVQNKF2b/xZvprucSaP35AV765hA3biUaupLvsO9iJPVKFUxN56o9TssSWecVgL9/4XTfneWfmfxOYe23e2nb2shjV/M7ISGRvXsOU69+9XQ6XdVTokSRDLGxQoeVPrka48TEJM6cvUrfN96nRcg4Tv523q3thKPs+LH/uWzPsaN/MGPqYlo06c2eXYdM2wIZy7UR+2SiozP+GALg65OPy1diuHo1Fp8CeTOVWWWPGR3ly5UE0ueXFeXPqnLzV7RZ99pHuWpLmXJlbT7lwcPDw3RsIGMfZdYnZ2VYt32Zx8aKNtQqe9zVZ2ZWN60Ys5mpCwBr14TTtl3jbNliRV3IkyePzZ84HqtW0VJ73Fn2HPsFq/JJo/k3oidfNZr7y3+BLUA7YA0wnv9n78zjbCr/B/7+kN3MWCJ+IpSlkhZZv2HsRJZWRRKF5PuNLGMn2X2FKEvZylLqK9FmH0oIqSxFKpUsETNjxjIzfH5/nDMzd+7cWe65R3fieb9e85p7nvOcz/k8n2c793Of83ngKYeyngQaAj2BXkBd4C37Ht8BDwGfAONF5H4f1y8CDmG99j4FeBZIXi5gO/pWA88A04AWwJvAMGCStzBgOiC2Xp2zUgARqQpsAgrb13QCQoFNIpL0tNwTGGd/fhDr1f03syj/v8AcrFf9HwU6ApuBMl5ZhwAVgW5AO+CCiJQGtgN3An2A1rac/4lIa497NAaWAD/a+k3CslelTNRrBxzHsnFt++9l+9zHQCngOaAZMBDLKZylMTomOpqQkBAAQkJDiYnOeLHtiHGjWLXhE55/8d+8NGg4ANHRsYSEWqsiQ8MKEhWd8tB0+fLl5M+qqX4XYPjQGfR8vn2qtKioOEJD8wMQFlqAqOg4j3OxyecALl2yZE+dsZJePVoFJCM+PoG6jSL4T9851KpRyXG5Tpz4iwM//JL8SufFuLPkzm/JyJO/IBfjUuzbqEt/Ok1cRK0Hu7B+3n8tWZcvJX+RzJO/IBfirHv6W0/LFr3DQ+0fTpMedTGBkNzWl5bQ3NcRfTEx1flFD9zFZ49Vp+XNxZi4/Wcrbd9R2t9WMlU+f/VJj4zqynf+tPXnpL4B/vwzChEoViwM8L++3164ivYd0g6XTvuD2zLcLJO/Nj51Kobv9h5m1vTnmTy+KxFDFgR1nEibdslvfbZt/Y5+EU+zcPE4Bg+c6lgXJ+TIkeJcShoffKW5pY9TGZcuXWLMhGV079occKf9udVu/o4xK6tzlFNdxg4fTZfnnk0+dmOOclomX5ixL33buDGGuqVPsObMJLz7phvPbE50SUhIYO/eQ9x9z63JacHsC4893JcH7n+eho1SfjQPRn273fY85wW36slguBYxzleD4coyWVUnq+o6VX0B2As4DXhzEWijqh+r6jwsh2Qz4FNVHa2q64DngZPAIz6u/0RV+6nqGlUdjeUIflJEkn6efRy4D2inqlNVdb2qjsFyEP5bRIp7yftKVZ9R1c9UdUUWyzDcLkcjVX1fVf8HNALOAyMAVHU/8LOdf7f96v4Rn9I8EGtDsT7AFFuvVbathqnqO17ZT9jl/EhVP1TV88BILGdyfVVdpKqrVbULsB4Y5XHtS8APpNTFAixHb4mM9FPV3XbZT9ll2qaqP4nI9cAtwGhV/Z+qblLVJaraUVXj0ylrNxHZKSI7/zr1FyGhoZw9az38xJ49S2hYaIa2KlykMAA169TizxN/AhAaWpCzMdYKzZiYOAqFhXjeL/lzjhwp08aMaUuofGs56tx3NwCTpiynQbPBrFi1jZiYc5ass+coFFYg+ZqwsALJ5wBy5sxBVFQsR/44ye23lWHvvl/p+PRkv2UA5M6di8/XT2DZoghGvLzYUbnGjHuBpzoMYvLEBdS2V8/kyV+QeHv1avz5OPIUSLFvvhDrC0zp2+4hLsqKhSUeNrp4Lo68BVK+oGe1nhITE4lct4GGzRonp70+ZQbN393BqkN/cjbecriejU8kLE/qBdJF8lmrLx64pTj7T8WSePky6w6fomm5Yqny+dtuvHl9yoxM69sXnvU3acpy9uw77Ki+AT78aDut7RU84F99JyYmsm7tVpo1/1caHZ30hyshw40yTZn8lqN+GRZWgNsql6ZYsTBuv60Mf50+68o4EYg+qdNy+q1PhQplqHxrOW64oSg5cuRwrIsTPL+IXr6sPtNOHFsbsD6r134dkIy+A+fx5BMNuLm89WONG33KjXYDf8+YldkcFYgub8yYRcVbK1GzTq3ktEDnKLfbsBn70urk9NnGewz9ds8vQe/fgcyZSXj2zUBs7P3M5kSXzZt2Ua9+NcCq72aNugW1L7z7/mQ2bVnIiKGvudL+nNa3223Pc14ItJ4MhuyCiDQXkQMickhEBvo4X89+mzZRRNKuhnGAcb4aDFeWj72O95J2FWZWWauqnkvcfrD/r05KsM8fAkr7uH6Z1/E7WGNA0s+zzYFfgS9F5LqkP2ANkAuo5XX9Bw7KUA/4SFWjPHSOAVYC9R3I86QxVnnmZJYRWKFpl1w0x1o5HO1V/tXAnSISKiI5gerA+6qa/POuqm4DDjvU+y8sZ/N4O2RChcwuUNU5qnqvqt5b9PqiVKtxL19Efg7A5xs3U63GvRlefzbG+sJ46OAhwsIs52HNWnewcYP12uTG9dupXvOO5PyFi4Ry5MgJjh49SUio9aC2bu1Wtm37loGDn0nO17/Pg2xcPZZZr/ZkfaT1an7kpj1Ur5ZSpAIF8nL+Qjyxsef5asdBbq1cmgMH/+Dgj0dp0XoEx46fISQkv98yVJWEBKt7hIbmJ1++PI7KVbN2VT5bN4cBg7pSqXI5AEpVvpPD31mbd/zy7TZKVaqaLCMppMBfR34hj+1kLXZTRY788A3xF84Rfz6WPPaqWX/q6eSfJ/nj9z94os2jLH/nPcaNGM0TnTvy2WPVebXJbckbaW3+/TTVSoSlujbGXgm77WgU5Qrl48+4eI7EXKDt/3bx7vfHGPH5j0SdifK73XjTs0+vTOvbF571V/++Kjz+aH2/6zuJD1dtp13r2snH/tT3iROn+f2347Ru2Yt3lnzC8CEzOHMmxm856eGGDDfK1LlLW0f9Mn/+PBQsmJdz5y7yxx9/ERqS35Vxok/fTo708U6rfGs5v/W5pWIZjh07SVzceRITLznWxQnRMRcpXrwA11+fn7i4eJ9pN5RsErA+zZrc41jG3AVrEBE6dWiYnNeNPuVGuwH/xlBfZGXMymyOWrv+G577z0y/dYlct5Gd23fQO+LFVOmBzlFut2Ez9qW1jdNnG+8x9LbKZYLavyGwORPS9k2n7c/XM5uTdrNyxUZa26+y9+nbidXr5wStL1y8aI3rBQvmp0CBfK70Taf17Wbb854XAq0ngyE7YH+nfw3rTd/bgMdF5DavbL9hvam7xK37ZimeoMFgcMxpr+OLQF6Hss54HcdnkO7rHt5xWZOOS9n/i2PFJE1I5/5FvY6PpZMvI4qkc91xrFAEgZCkX6arZNPRoThWGIROGcjPh+WI9hXjNstxbz1RVRWRJlgrb8cBRUXkF2CSqs7M8GKbqnffSZ48eWjbpBW3V61CqRtLMW3iK7ww4EWWLFzEwjnziToTRVRUFOOmTOT5Lj2IjopCRBg/1Yoocfc9t5I3b24ah3el6p2VKF2mBBPGzSViUFeGDu9BpycGATDlVSukcN/ekwgJKUDzxt2pUPEmZswckqzPAy1rsLzbNOo2iqBFs2qULFmEb779mV27D9G1c1MGD3iEpq2Gkzdvbha80ZsypYvxZaSlx9PdpjIk4lFuKlPcLxkXLybQos1IRAQRmDGlh6NyTRg3l43rt1OkaCGmv27tYF3i5tu4Llce3h70FDeUq0RosZJsWTaHfz3ajZWvDORCbAyI0LzHUABqPfg0H00dQkL8Beo+/rzjevr087UA/HfMRGrUrkmhwla81vvLF6P7wRM0WfoVTctfT4mCefjuzxh2n4jhqTtupOV7O8l7XQ7y5szB7OZV+L+QvGzuaP12MubLQ9QpVZhChQtRqHAhv/TxlZaV+h4zYRlLl21CFY4eO83wwe3T1F/JEoX9qm+AmJhzREXHUqZ0yopef+q7VKnifLHtbQBGj5pNnX/dReHCoY7azYJ5K5gz6z3OnIkh6kwMU6cPdEWGa2VKOOt3vwQYEvEYzVuPIDHxEq9O7kaVII4TQKq02fPHUbpMSb/0GTq8B507DuH8+QsMHtYtIF282zX8i+ty5mD61JZUrFCU16Y9wJy5O7n7zpLMXbCL2W/sYPxoa9OT8ZM2A/hMc0ufQf0f9lvG871nUePeijRoNph691Vh0Kj+rrS/woVDXWk3/o6hTsesrMxRBcv7p8vQfoMICQnh4RZtubnCLUycPtnRWONrjnKrzQwY0deMfenYZvjg9q6MocHs34HOmRn1TX/L5OuZrdwd/umiqmzftif5ONh94cknBhIdFculS5cYNbqXq/o4qW+32p6vecGNejIYgkwN4JCq/gwgIu8AbYD9SRlU9bB9zlm8KR9IZvF2DAaD/9gbRI0AcnmuVrU3WApX1bIi0h5YClRS1YMeeaYDvVRVPNIUGKOqQz3SOgPzgQqqesgjPRK4TlXv88rXSFU3eOS7GWuV7JOqusgedGpgvULvi8OqesreQGoj0MQOdeCPXf4EVqvqk17pC4AHVLWoffwM8AZQLmngy4Ls7sAsoLKqHkgnT1ngF+BZVX3T69xx4HNgQjq32AMkYoVIGK+qw72u/wX4VVXD7eNwLDs1UNVIO+0w8IWqdkxHP8GKOdsL6Arcr6qfpl9quPOeu/SzL/yqBp8Uyv1b5pkyIW/CHwHLcJMLuUplnikLvPxJ7swzZcK/G2cYlSLLhA7v4IqcmFGLXZFTQra6IscN3KrvqxG3+qZbNnZDn+ykC0C18N9dkbMr0tnK2itBdupTUfFOXxpKjVtj1nGtnXmmLJCd5t7sVN9ukd2eS7IT2W0MzU76ZCddshtu2SZ/rmq7VNW/1xcM2YI777lLV29ZH2w1MqRk/uszbF92GIHmqvqMffwkUFNVe/nIuwDrzd33A9XLrHw1GILHr/b/KsBBSN70qukVut+jWJt/JdEeuIy1yRTAZ1ibdsWq6g9cGTYB94tIiKqeBRCREOABIDJA2euwytMN6Ovg+s+wNsHaZ8eA9YmI7AAeFpGRSaEHRKQmUJaUOk2Pi1irZ31ih0L4RkRexHK+VgEydL4aDAaDwWAwGAwGg8FwpbkuR7wrPxxeYa4XkZ0ex3NUNSuhCa8oxvlqMASPHcBPwCQRyYHlmOsJ5LlC97tfRCZhxXCtgbUy9y1V/dE+vxh4GlgvIpOBb4HcwM1Aa6Ctqp5LK9YvXgZa2feYACgQAeQn9aZWfmNvXjUFeNF26K4ELmGV9QdVfTcTEcOBr4DNIjIDK4ZrYSwHaHl78y2w7LYGWCEis4FiWJtwHc+CmvuBuiLSys5/CggFpgHvYq1EzokVXyaR1M5yg8FgMBgMBoPBYDAYDOlzKpOV1X+Qeo+cG+20K4rZcMtgCBJ2OII2wO/AAqygz2vtz1eCjkBFrI2y+mK91t/TQ58EoJmd3g1r86nFwFPAl6TEmHWMqn4HhAMxwELgbSAWqK+q37ogvx9WmWoB/8PSvwFWwOzMrv0NuBfL6TwWqy5mYm0EtsEj3zqgA1AJWA70B3oDPkMdeDHIzrcMy/k+EssJ+xvwIpbDeCnwf0ArVd2VBZkGg8FgMBgMBoPBYDAYMmcHUEFEyolIbqw3glde6Zuala8GwxVAVUdiOda80zt7He/DckZ6M9Irn3hnUNUF+HDUJsUcTSffZjJAVS/Y9x6ZQZ5III0+WUVVtwONM8nzJvBmRnkyuHYWVuxXX+cOk4HuqnoEeCa98x75lmI5ST35wCtPpPe97HAOdX2IfCqzexoMBoPBYDAYDAaDwWBwjqomikgvYDXWW6fzVHWfiIwCdqrqShGpjvX9vjDwgIi8pKq3B3Jf43w1GAyGfzC5iHNlA5ELZJ+NNrLbRgfD7g9cn7wJ7mzycmH8OFfklHBJn+zE1bjph1tcjWXKbri1UZYbG3dlp027wJ12U0KyV9vLTvHuslv/vho37spuuGFj9zaxy159MzuR3fqmG2QnXQyGQFDVT7De9PVMG+7xeQdWOALXMM5Xg8HgCvZmYRlxyd5QyonsHGQcJkVV9ZIT2QaDwWAwGAwGg8FgMBgMVwoT89VgMASMiJQFEjL5qx/ALeZlInt9ALINBoPBYDAYDAaDwWAwGK4IZuWrwWBwg6NA9UzyZGVDqvQYCczI4PzZAGQbDAaDwWAwGAwGg8FgMFwRjPPVYDAEjKrGAzuvoPzDwOErJd9gMBgMBoPBYDAYDAaD4Upgwg4YXEFEeovIgz7SR4qIZiEeaNAQkUgRiXRwXWe7bLdkkq+sbYfyjpU0BIRdTyM9jkeKiKP4s25h2oXBYDAYDAaDwWAwGAxXP8b5anCL3kAa56sBgLLACMA42bIPbwK1g6xDWVxqF4mJl+jU9RXqNopg/H/fT3N+Q+S31AnvT8PmQzhy5BQArR96mXqNB9L4/qHJaQAD+k6mcXhX+vWZlErGvr2HaFS/Cw3rdWHPdz8CsPz9tdSt3Yl6dTqxamVkQPr0fGEmxct05M35axzp0qnDIJo16kb4fZ2pWe3xgHR5rOMEwpsOom6jCA4cPOK3LhPGzaV8mWaMHP56mvs50adBs8GENx1Eg2aDidz4ld/69HpuDA3rdaFR/ZQ0p7oAHDt2mvxFHubQT0cdy/FOc6sNuyXHjbbnVJ8GzQbToNlg7qn1Au0eHeNaPflbrm5dRlCvTieaNerGu0s/DahMvvp3MMYJgPPnL1D2xqZsWL89IF18jRNulOn66/OzeOEjbN3cjZw5JdX1N5cvwtw57Zg3px0VbimabppTXTzHmg2R3zqycXp2d6NvBrOeAp0X+vWZRNOGz1KvTie2bvkmVX437OuvHDfnTEg73gSjTG62PV99IZjzlC99/LHN6dPRdHw8ghZNujNhRjwDfAAAIABJREFU3NxU+UcMGErbJq0Y1m9wqvRpE1/h7purMOGlsclpZ06fofuTXXmkRTumTXwlIBsHOp5fybHGiT7p9XE3ZFwNbTg9GxsM1xLG+Wr4xyMieYKtw9+NiOQSEck8p8EXqnpEVbcFWw+3WPnRdipVvJHP109gy5f7OX78TKrzo8cvY/Wqlxg3qhPj7IekaZOfZfO68UT0fYgpMz4EYPfX3xMbe451kXOJj09g5459yTJGjZzJwkVjeXvpeEaNnAnA9GlLWL1+NqvXz2H61MUB6TNs4GNMHPN0ch5/dXlr8ThWr59Dn36daNGybkC6LJrfl8g14xg98kleff0jv3Xp3KUt898a7VpdAaz7ZDQbV48lvEENv/XpN6AzGzbPY/abIxk7ek7Aukx9bSU1q1cMSI53mltt2A05brU9p/psXD2WjavH8mSHhrRsUd21evK3XADz3xrD6vVzeOzxFgGVybt/uyXHSZkWzF1BlSqpX1hxY5xwq0wxMRfp0Wsle/aewJvnutdg8NC1RAxZw3Pda6Sb5lQXSBlrGobf6cjG6dndjb4ZzHoKdF4YN7E3aza8waKlE5g4YV5yXrfsG8w5E1KPN8Eqk5ttD9L2hWDOU976+GubsS/PYdiIHny6djYRg7om5/1u97fExcWxYu1HJCQk8M2u3cnnnniqIzPmzUql2ytjJ9Fv6EDe+/QDXhjwYkA2DnQ8v5JjjRN9fPVxt8aJq6EN+5JjMFxrGOerIVNEpLmIbBWR8yISLSIrRKSSx/nDwE1AB/v1bhWRBV5iyonIxyISKyK/ishwEUnV/kSkmIjMEpE/ROSiiPwgIt288iS96l9PRN4TkShgO1lERNrbci+KyD4RaZdOvkx18eD/bJvEishfIvKaiOSz5YQDG+18az3sE26fzyUio0XksIjE2/9Hi0guD13K2tf0FJGJInIUuAgUEpESIrJQRI7aeh4TkY9EpLgfNrlORCJEZL+IXBCRkyLymYhU9shTSUQ+EJEoux1sE5HmWb2Hh01ni8hBETknIr+LyBIRKeWVLylUxR0istHOe0xERnm2GREJt/M9JCILROSMiMSIyGIRKZpWg7T38McOIpJXRKaIyF67ro+LyCpPO9n5ktpoLVuXGLt+XhWRvEm6k0G78JdtOw7QpOFdAITXv4Ovdh5MPnfu3EXy5c1NSEh+ataoxP7vfwOgXNkSAOTKdR05c1pm/Wr7Hho1rglAw0Y1+Wrbd8lyos6c5cbSJShVqjjRUdb+ZuXL30hc3AViY88TElogIH1KliySqkz+6pLEqhWRtGnbICBdcuWyoqTExp6napWyfutyww1FkXR+G3GiT44cQpOWw3i80yROn472W5+y5Uollyuprp3qcupUDDEx5yh7U3HHcnyludWG3ZDjVttzqk+yvI+/ok2rmq7Vk9/lEuGZp4fzUNve/PbrsYDK5N2/3ZLjb5ni4xP4avseatW5M2BdvMcJt8oUH3+Js2cvprEXQGhIHk78GcvJk3GEFMydbppTXVKPNWcd2Ti9PuJG3wxmPQU6L+TKlcu+/hx3VE35UcQt+wZzzvQeb4JVJjfbnq++EMx5ylsff22zf99PTBo/n+aNu7F9a0rer3fsol7D+gDUbVCPndt3JJ8rdkPxNM8yB/b/wPRJU3m4RdtUeYMxnl/JscaJPr76uFvjxNXQhn3JMRiuNUzLN2SI7WD7GIgFHgOeA6oAX3g4zdoBx4HVWK9y1wZe9hL1AbABaAusAF4CnvK4TyjwBXA/1s72LYFVwEwR+bcP1RYDvwAPAwOzWJbGwBLgR6wQCZOAaUAlr3z+6rIIOGTLnAI8CyT9BPs18Lz9+T+k2OdrO22hrf9bQCtgARBhp3szBKgIdMOy+QXgbVtef6CJfY8jQP5MzOHJO8AY4BOs+nkW2A+UBBCR/8Oyx51AL+BRIAr4WERa+BKYDkVsnQcBzW2dKwBbkpySXqwA1tk6LQGGAcN95JsKKPA4lo1aA2nfgcmcDO0A5AFCgNFYbeI5IC+wVURK+JD3NvATVruYidUOBtnnMmsXfhEVFUdoqFXlYaEFiIqO8zgXm3wO4NKlyx6fLzFmwjK6d7X86NHRsYSEFgQgNKwgUdEpD7OXL6dcp2r5rR9o24Da1Z+g1r2P89zzjwWsjyf+6gKQkJDA3r2HuPueWwPSJT4+gbqNIvhP3znUqlHJkS7p4USf9xYPZOPqsTzQsgYTxs51rM/woTPo+Xz7gHSZOmMlvXq0CqhMvtPcacNuyHGr7QWiz59/RiECxYqFuVZP/pZr/KQ+bPx8Pn37PcXAAVMCLpM3wRgn3l64ivYd7ndFF+9xwq0yZUSOHCmOkCSniK80p7p4jjWjJywD/Ldxen3Ejb4ZzHpyY1547OG+PHD/8zRslLJC2S37BnPO9B5vglUmN9uer74QzHnKWx9/bbNt63f0i3iahYvHMXjg1OTzMdHRhISEABASGkpMdAwZsXP7Dv7d7wVmLpjDy0NGeuj994/nV3KscaIPpO3jbo0TV0Mb9iXHYLjWMM5XQ2aMBn4GWqjqSlVdguXkKwT0BVDV3VgrMU+p6jb77ycvOZNVdbKqrlPVF4C9WM6yJF7AWj3bSFXfsPP1B+YBIyTthl3vq+oAO99nWSzLS8APQBtV/VhVF2A5Er0dZ/7q8omq9lPVNao62r7PkyJSUVVjsBx4AN972CdGRKrYNhitqsPt60fa1z8uIlW97nMCaKeqH6nqh6p6HsthN0NVF6vqZlV9T1V7qOrhrBhERBoCDwEv2mX4TFVXqOqLqpq0MvNFoDDQVFUXqeoqLOfjISxnZZZQ1QOq+oKq/k9VNwPvYTkmbwJ8OXHfUNUxtl36YsVp7Ssihbzy7VPVp23dpwM9gHARaZRV3bJiB1WNVtVnVPUdVd0ErATaANeRui0nscSu13Wq+jLwaVK+jNpFFvXtJiI7ReT3vft/ZcWqbcTEnAMg5uw5CoWlrEINCyuQfA5I9Wtz34HzePKJBtxc3vIvh4YW5GxMrCUnJo5CYSGe90z+nCOHJWPc6Df4+rv32L3nfcaNfoNJU5bToNlgx/p44q8uAJs37aJe/WoATJn8lmNdcufOxefrJ7BsUQQjXl7sSBdvArFNkSLW/dq1rsX+fYcc6TNj2hIq31qOOvfd7dg2UVGxHPnjJLffVgaAN+evcSTHM23SlOXs2Xc44Da8/MOtAbU9z74QaNuDwNofwIcfbadgwXyu1FMS/parSJEwAOrcdzcnjp8KuExJBGucSExMZN3arTRr/q/kdLfGiQ6d/+tamTLC8wv65cvqM+3EsbWujDX79v8K+N9uvNMCbTd9B86jaNEQnnluelDryY154d33J7Npy0JGDH0tOS1Q+zqVA+7Mmb7Gm2CVyc2259kXPv50hyvzSyDzlHff9Nc2FSqUofKt5bjhhqKpbBwSGsrZs5ZDMPbsWULDQsmI8rfcTIXKFSl2Q3Fy5MjB61NmBO25z1d9N2vULWjPxJC2jwcqI5AyZbc27MvGBsO1hnG+GtJFRAoA9wDvqmpiUrqq/gJsAer7Ie5jr+O9gOc3w+ZY4QN+sV//vs52cq4GigK3eV3/gR/3RkRyAtWxnLbJP8HZcT8Pe2X3V5dlXsfvYPWtGmRMPfv/Iq/0pGNv+67QtEvrdgD9ReQF+zV9f+PANsVaNfpGJnpuU9VDSQmqeglYCtxlrxTOEiLynIh8KyKxQCKQ9J5tJR/Zfdm1INbK64zyvQdcxr8NtbJiB0TkURHZLla4i0QgztbJl/7ebX4Pqdu8Y1R1jqreq6qlq9x2E7Ne7cl6O5h+5KY9VK9WITlvgQJ5OX8hntjY83y14yC3Vi4NwNwFaxAROnVomJy3Zq072LjBeo1s4/rtVK95R/K5wkVCOXLkBEePnkwOMZAnTy7y589LgQL5iI9PpH+fB9m4eqwjfbzxVxeAlSs20tp+fbJP306OdFFVEhKs4S40ND/58uVxpIs3gdgm6SF2y9bvKVf+Rr/1Wbd2K9u2fcvAwc8EZJsDB//g4I9HadF6BGvXf8Ou3T85kuOZVv++Kjz+aP2A23Ag9vXuC4G2vUBsnMSHq7Yz/ZXurtTTc/+Z6ahcMfYXxoMHDhNWKCTgMiURrHHixInT/P7bcVq37MU7Sz5h+JAZdO7S1pVx4o4qZV0rU0ZEx1ykePECXH99fuLi4n2m3VCyiStjTflyJfy2sa+0QNpNUt98560BQa0nN+aFixet+ipYMD8FCuRLzhuofZ3KAXfmTF/jTbDK5Gbb8+wLDcOrujK/uPUcUL5cCb9tc0vFMhw7dpK4uPMkJl5Kzlutxr18Efk5AJ9v3Ey1GveSEeUrlOfEseOci4sjMfESPfv0Ctpzn6/6Xr1+TtCeiX318UBlBFKm7NaGfdnYYLjW8F7BZzB4UhgQ4JiPc8exVixmldNexxexXtlOojhwC5CQzvXeMTx96ZQR1wO5sFaPeuOd5q8u3tcnHZciY5KCHXmX5bjXedLJB1YoiBHAAKzX74+JyCys1bRZeaexKHDaXkWbkZ67faQfx2ofhYFMV2zaIRteBV7BCjlwBstJvY3UbSGJrNo1VT5VjReRMz7yZUSmdhCRB4B3sUJCvAScwnLyfoJv/X21+SuyOdwDLWuwvNs06jaKoEWzapQsWYRvvv2ZXbsP0bVzUwYPeISmrYaTN29uFrzRG4Dne8+ixr0VadBsMPXuq8KgUf25+55byZs3N43Du1L1zkqULlOCCePmEjGoK0OH96DTE1bUhCmvRgDwbPeHaVivCwBdnmkXkD5jJixj6bJNqMJvfyYweGg3v3RRVbZv25N87FSXixcTaNFmJCKCCMyY0oNyd/hnlwXzVjBn1nucORND1JkYpk4f6FgfgEYthpIvX27y5s3FzHnjKVWquF/69O09iZCQAjRv3J0KFW9ixswhjnQpU7oYX0Zau/U+3W0qQyIedVwm77SSJQoH3IZfGvaEa33Bjbbn1DYxMeeIio6lTOlirtaTv/376U5DiToTg4gwbcaggMrk2b+PHjvN8MHt//ZxolSp4nyx7W0ARo+aTZ1/3UXhwqGQcNaVccIt21yXsy7Tp7akYoWivDbtAebM3cndd5Zk7oJdzH5jB+NHNwVg/KTNAD7T3Bhr5s/u7ajd+Epzqo933xw68NGg1JMb88KTTwwkOiqWS5cuMWp0r2S7uGVff+W4NWf6Gm9urBycMrnZ9nz1BTfasNN5ylufomX9t03njkM4f/4Cg4elbGFR9e47yZMnD22btOL2qlUodWMppk18hRcGvMiShYtYOGc+UWeiiIqKYtyUifQbEkHPp7tz4fwFXhzULyAbe499A0b0zTZjjZNnYl993A0ZV0sb9pZjMFyLSFZi1BmuTeyVr2eBMao6zOtcJBCiqtXs48PAF6ra0SvfSCznYC7P1bNibcgVrqpl7eNtwCWsV/59cUBVz4pIZ2A+UMFzJWYWypITOA+MV9XhXud+AX5V1XCHujRS1Q0e8m7GeiX/SVVd5LG5UhNVXeeRryfwGnCLZ5gGESmLFc/2P6o63eP4WVV9M4MyVsKKozsI6KmqM9PL63HNOKwYswXSczyKyFfARVWt65U+EisGa6GsvC4vIluA86ra2COtHFZYi5fskAuebeZmVf3ZI28jrBiwdVX1Cw+7dlXVeR75cmPV9Qg7DARiba6V5h6qKn7YYTFQQ1UreKTlsu+1SFU722md8dFGfdwzSf9U7cJf7r2ngu7Y8orTy5O5kMsfX7Vv8ib8EbAMcEcXyF76ZCddwD19rkauRhubMqVPdioTQLXw3wOWsSvS/1W1vrhabewGbtkmO5Hd5ik3uBrbHrhj46h4V17GooRsdUVOdhpvslMbhquzHefI33qXqma81NqQLal27226ZfviYKuRIfmuuydbti8TdsCQLqoaB+wCHrGdlwCIyE1AHSDSI/tFIB/O+QyoDPymqjt9/J3NTEBG2K/J7wAeFpHkdi8iNYGyAeryqNdxe6wVkdvt46Rti73ts9kjvycd7P+RGZcqNXZM1cFYK0qz+pPiGqzVq89kkGcTUMt2AgPJzuzHgN1ZjVOKtQmY92ripzPI78uusViv72eU7xGssc2fp8Gs2CE/VqgBT54EcvrImxXSaxcGg8FgMBgMBoPBYDAYrhJM2AFDZgzDil35kYi8jhXf8iUgGpjskW8/UFdEWmG9jn4qq5s+2UzBcuZ9LiJTgANAASwnaF1VbRNoQbBWU64BVojIbKAYVlmOe+XzV5f7RWSSLbuGfZ+3VPVH+/xBLKddFxE5jeV0O6Cqe0VkKTDSjin7JVac0mHAUlX1djKmQkTCsFaCLsbaSCwBawOowrYumaKqG0Xkf8ArIlIa2IAVnqEe8LGqRtr26AysFZERWCEGegIVsTbeyiqfAREiMhj4CmgIPJxB/mdtR/kOoBmWY3SkqkZ75btdROZjxYStiLUJWKSqrs+qYlm0w2dAW7tNfATcC/wbiMrqfbxIr10E9EODwWAwGAwGg8FgMBgMhuyDWflqyBBV/QzLwVYIa2OjWcD3wH2qetQj6yAsJ+UyLGfZSD/vE421mvYTrNe/VwPzsJyJGwMqRMo91mGtKq0ELMeKO9rb1jsQXTpiOf0+APpibdrU00PeX0Av4E6sVaQ7gKRtsTsDE4Au9v262sdPZaFIF4CvgWeB9+371wY6qOqHWbg+ifZY9dUWWIlV1tuxY8za9XwfsA+Yad+rCNDSbh9ZZRQwG+hj61oVy6maHm2AJrZOHYHRwMs+8r2AtWr1XWAslmP0ET/0SiJDO2DV6xgsx/wq4H7gAawfIvwmk3ZhMBgMBoPBYDAYDAaD4SrAxHw1GAzZivTiBPvIF44LMVP/6ZiYr+mTnfTJTrrA1Rk/zC2uRhubMqVPdioTmJiv/xSyW0xIN8hu85QbXI1tD0zM14wwMV//GZiYr/9cTMxX55iwAwaDwWC4Kh/siDqWeZ4skLeQK2IM6WC+5KRPdrONW5gfNNLHDcepGw5cgC1bsk/7y259ITuNE67h0pwZFVbbFTluOfWuRtxof4Vyu6AIcDzenfouxG+uyHGD7OaYNhgMVwfG+Wr4xyMiQiabHmW0gvJqxd4USzLIcllVL7t0r8zGkktqltkbDAaDwWAwGAwGg8FguMYwMV8NVwP1sTabSvdPRMoGS7kgsp6M7TLPjZvYts3Q/lh1lCVUdaSqSmYOc1WNtPNdsyEHDAaDwWAwGAwGg8FgMGRvzMpXw9XALqB6JnmOZnL+aqQ7EJLB+VMu3ecomdv/QCbnDQaDwWAwGAwGg8FgMBiuOozz1fCPQ0R6A7+p6nIAVT0L7MzqRk3BREQiAVQ13M/rOgPzgQqqeiiDfGWBzsBbqvq3ODxVNR7Y+Xfc65+Ad/s0GAwGg8FgMBgMBoPBcO1iwg4Y/on0Bh4MthLZlLJYDujyQdbjWsa0T4PBYDAYDAaDwWAwGAyAcb4aDH4hInmCrcPfjYjksjc1u6r4J9VlZromJl6iU9dXqNsogvH/fT/N+Q2R31InvD8Nmw/hyBEr2kTrh16mXuOBNL5/aHKaEzkNmg2mQbPB3FPrBdo9OsaxHIBjx06Tv8jD/HTI2ql7QN/JNA7vSr8+k1Jdv2/vIRrV70LDel3Y892PAHTrMoJ6dTrRrFE33l36aWrb/HseddtMZPz0z9Lo0nPQEopX6cubi79ITmvdaQb12k6i8aOvcOToGcdleqzjBMKbDqJuowgOHDziio0ffehFv21z+nQ0HR+PoEWT7kwYNze1bYLUblLLOeF3mTp1GESzRt0Iv68zNas9niq/P3J6PTeGhvW60Kh+SprTMv3625888OAoGjYfwtwFa7Ikp+cLMylepiNvzl+Tjmz/bdOvzySaNnyWenU6sXXLN9nCNr7KGSxdIGWsOfRTSkSi7NKnnI4R4U0H0aDZYDZEfgvA9dfnZ/HCR9i6uRs5c6aewm8uX4S5c9oxb047KtxSNN00J7ZZ/v5a6tbuRL06nVi1MjIg23iOoQcPHPZbF4Dz5y9Q9sambFi/3XGZ3Gx/vtLcmF9cnb/9nDMf6z6H8Af/S902Ezlw6DgAIwYMpW2TVgzrNzjV9dMmvsLdN1dhwktjk9POnD5D9ye78kiLdkyb+Eqq/G6MN8Gcv918DvDs427pAu70BX/q21eaE13Sm+vcerZxq1zBmhecPJNkdX5xa7wxGK41jPPVkO0QkeYislVEzotItIisEJFK9rnDwE1ABxFR+2+Bl4hyIvKxiMSKyK8iMlxEcnjdo5iIzBKRP0Tkooj8ICLdvPJ0tuXXE5H3RCQKSP30nnE52ttyL4rIPhFpl06+THXx4P9se8SKyF8i8pqI5LPlhAMb7XxrPewTbp/PJSKjReSwiMTb/0eLSC4PXcra1/QUkYkichS4CBQSkRIislBEjtp6HhORj0SkuB82KSYiS0UkRkTOiMh8EWntqaed77CPesXON9Lj+BYReVtEfrHby88iMlNECntdt0BEjohIbRH5UkTOAxPtc+1FZIOInLTtultEnkrn3qNF5D/2/c6KyCYRud1TbzJonxm1bY88kSLyhYg8YOtyEeiZkV1XfrSdShVv5PP1E9jy5X6OHz+T6vzo8ctYveolxo3qxDj7IWna5GfZvG48EX0fYsqMDx3L2bh6LBtXj+XJDg1p2aK6YzkAU19bSc3qFQHY/fX3xMaeY13kXOLjE9i5Y19yvlEjZ7Jw0VjeXjqeUSNnJqfPf2sMq9fP4bHHW6TYZs23VLqlBJ9/OIAtOw5x/M/oVLoM692SicMeSpU2bXR7Nq/oT8TzzZnyxjrHZVo0vy+Ra8YxeuSTvPr6R67YuMX9df22zdiX5zBsRA8+XTubiEFdU2wTxHbjKWfGtMV+l+mtxeNYvX4Offp1okXLusl5/ZXTb0BnNmyex+w3RzJ29JyAbDN05NvMm/0CGz4bQ9fOTbMkZ9jAx5g45ul0Zf93wny/yzRuYm/WbHiDRUsnMHFCyr6KwbSNdzmDqQukHmuc6HMl+5TTMq37ZDQbV4+lYfidAMTEXKRHr5Xs2XsCb57rXoPBQ9cSMWQNz3WvkW6aE9tMn7aE1etns3r9HKZPXRyQbTzH0NdnvONoXlgwdwVVqtyS6l7BbH++0tyYX1ybvx3MmYtmdCVyeT9GD2zLq3M38N3ub4mLi2PF2o9ISEjgm127k/M+8VRHZsybler6V8ZOot/Qgbz36Qe8MODFVOfcGG+COX+7JQdS93G3dHGjL/hb377SnOiS3lzn1rONW+UK1rzg5Jkkq/OLW+ONwXCtYZyvhmyFiDQHPgZigceA54AqwBciUgpoBxwHVgO17b+XvcR8AGwA2gIrgJeAZGeaiIQCXwD3AyOBlsAqYKaI/NuHWouBX4CHgYFZLEdjYAnwI9Yr6JOAaYC3o81fXRYBh2yZU4BngaRvGV8Dz9uf/0OKfb620xba+r8FtAIWABF2ujdDgIpANyybXwDetuX1B5rY9zgC5M/EHJ4sB1oAg4D2QAIw3Y/rvfk/4HesV/2bAaOARsAnPvKGAe8AS20dltjp5YH3gQ5YbWYV8KaI9PAhoyNWHb0APA2UAT4UkaT42em2zyy0bU8qAq9i2aYZsD4jI2zbcYAmDe8CILz+HXy182DyuXPnLpIvb25CQvJTs0Yl9n//GwDlypYAIFeu68iZM4djOUms+vgr2rSq6VjOqVMxxMSco+xNli//q+17aNTYktewUU2+2vZdsoyoM2e5sXQJSpUqTnTUWStRhGeeHs5DbXvz26/HUmyz6xea1LvV0qVOJb7afTiV3iVvCEtjz3Jlrrdtk5OcOZzbJlcuq1nExp6napWyrti4Vetwv22zf99PTBo/n+aNu7F9a0reYLab1HJy+l/fSTZZEUmbtg2Sj/2VU7ZcqTTlcVKmhIREfv3tJD3+/RrNW4/g4I9/ZCoHoGTJIqmOvWV/v/9nv8uUK5f1e1ps7DnuqJriYAyWbXyVM5i6eI81TvS5kn3KiYwcOYQmLYfxeKdJnD5t6Rgff4mzZy/ii9CQPJz4M5aTJ+MIKZg73TQntilf/kbi4i4QG3uekNACAdnGcwytckcFv3WJj0/gq+17qFXnzlTlD1b7S6+cbswvrs3fDubMXLlyWrrEXaTqbTfy9Y5d1GtYH4C6Deqxc/uO5LzFbiiOeL1MdWD/D0yfNJWHW7RNldepbbzHm2DO327J8e7jbuniRl/wt759pTnRJb25zq1nG7fKFYx5wckziT/zi1vjjcFwrWE23DJkN0YDPwMtkjbNEpGtwEGgr6q+aK8EPKWq29KRMVlV59uf14lIQ+BxrA2rwHKc3QTcoao/euQrBIwQkZleG3a9r6oD/CzHS8APQBtVvWyX4wdgK+C5EZa/unyiqv3sz2tERIFRIjJWVQ+KyH773Pee9hGRKrYNXlLVkR7XJwIvi8h4VU15yoETQDtVVQ8ZtYHBqrrYI997WTWIiDQF7gMeU9VldvJqEVmJ5cT0G1XdDGz2uMeXWM7pz0XkblXd7ZG9INBRVT/0kjHW4/ocQCRQEss56v0TdgLQSlUT7Pxg2aAG8KWq7s6gfWbYtgHP5R7XA01V9RuyQFRUHKGhlg88LLQAUdFxHudik88BXLp02ePzJcZMWMas6T0DkvPnn1GIQLFiYY7lTJ2xkl49WvHfqdY+ZdHRsZQrfyMAoWEF2b//p+RrLl9OuXdSEx0/qQ9FioTx5Re7GThgCkvenWjdL+YcoQXzWbqE5CMq5lwGlkzh0qXLjJn6CbMmdnRcpvj4BBq1GMrRY6dZ/s5gx3LA08aF/bbNtq3f8eVXiylcJJQnHu3P+k3zAtLFrXaTJGfazJd4/721fpUJICEhgb17D3H3Pbcmp/lrmySGD51Bz+fbe+jtX5lOnYrhu72H+XHPbP48GU3JEDqDAAAgAElEQVTEkAV8sGxIhnJ8kVb2JUdleuzhvuzcsY+5C0YF3Ta+CKYu3mONE32uZJ+aMPl/fst4b/FAihQJYcm7mxg9YRnQlIzIkSPFQZDkLPCV5sQ2D7RtQO3qT6CqzH5zhIfugY2hS9+fymeffuGXLm8vXEX7Dvez46u9qcofrPaXXjndmF927T4U+Pwddc7RnBkfn0ijR17h6Ilols/twbtbormp7E0AhISGcuD7jPd/3bl9B6u3rKdQ4UI80+FpPlz3sYfugY83wZy/3ZLj3cdjY8+7oosbfSEm2r/6Tg+35jq3nm3cKlcw5gUnzyRZbXuvTOjq2vcFg+Faw6x8NWQbRKQAcA/wrqfDUVV/AbYA9bMo6mOv472kdu41xwof8IuIXJf0h7VasShwm9f1H2S9FCAiOYHqWE7b5BnHdsYd9srury7LvI7fwerHNciYevb/RV7pScfetl2h3k9asAPoLyIviMgd4uvn3YypBVwirT3TBgvKIiKSW0QGixWq4TyWc/Rz+3Qlr+wJwEc+ZFSwQyH8YedJAJ7xcT3A2iTHq80e+3+GzmMHbftwRo5XEekmIjtF5Pe9+39lxaptxNhfkGLOnqNQWMpqo7CwAsnngFSrdvoOnMeTTzRg+YdbadBssGM5H360ndatajJpynJHcqKiYjnyx0luvy3FjKGhBTkbE2vJiImjUFiIZ/mTP+ewV6YWKWI9yNW5725OHD/FlMlv0eChyaz49BtiYs9bcmLPU8jjgTAj+r70Hk8+Uovln3zt2Da5c+fi8/UTWLYogg6d/+uKjZ3YpkKFMlS+tRw33FCUHDlyWLYJQBe32k2SnPI3l/a7TACbN+2iXv1qeOJEzoxpS6h8aznq3He3Y9uEhRXgtsqlKVYsjNtvK8O3e37JVI4v0srO6ahM774/mU1bFjJi6GtBt40vgqWLr7HGiT5Xok8VLRrCM89NdySjSBFL33ata7Fv/69khuf0fvmyppvmxDbjRr/B19+9x+497zNu9BsB2cZzDH35pVl+6ZKYmMi6tVtp1vxfacofzHHCM+3osb8Cts0D91en8f1D3Zm/Hc6ZuXNfx+cfDmDZnG6MmLSKkNBQzp61VsjFnj1LaFhohteXv+VmKlSuSLEbiifb/PUpMwIeb1avDf787ZacpD5++NcTLHx7XcC6jHjZWkcRaF8A/K7v9Ah0rpsy+S2aNeoW8DPJzeVLulKuQNtwIPOCk2eSrMwvH3+6w7VnWYPhWsQ4Xw3ZicKAAMd8nDsOFPGR7ovTXscXgbwex8WxnJEJXn9JqzhT7zThW5+MuB7IhbV61BvvNH918b4+6dj7tXVvkmznXZbjXudJJx9Yr8qvBAYA3wF/iI94uhlQEjjj5bwE33bKKuOwwjUswgoHUAMrJAOkrnOAk6p6yTNBRAoCa4E7sUIy1MVynM8DfG1y5att+bqXN/627QzbnKrOUdV7VbV0ldtuYtarPVlvB8GP3LSH6tUqJOctUCAv5y/EExt7nq92HOTWyqUBmLtgDSJCpw4N6d/nQTauHutIDsCHq7bTrnVtx3IOHPyDgz8epUXrEaxd/w3/eX4sNWvdwcYN1iteG9dvp3rNO1KMWSSUI0dOcPToyeTXWmPsB/aDBw4TViiEPn07sfF/fZk1sQPrv/jB0mXLAarfVTYj01q2WfKFZZtHatO/ZzNHZVJVEhIsP3toaH7uqFLWFRsDftvmloplOHbsJHFx50lMvGTZxqEubrUbTzlOygSwcsVGWnuEHHAiZ93arWzb9i0DBz8D4Ng2+fPnoWDBvJw7d5E//viL2yqXyVSOL7xlV761nN9lungxHoCCBfNToEC+oNvGF8HSxXusee4/Mx3pcyX61DtvDXAsI+mL7pat31O+XAmfNvckOuYixYsX4Prr8xMXF59umhPb5MmTi/z581KgQD7i4xMd28Z7DM2XL49fupw4cZrffztO65a9eGfJJwwfMoMzZ2Iclcmt9ued1rTxPQHb5vkerWjc8C535m8Hc6ali/VoFVowL/ny5qJajXv5ItL6HfzzjZupVuPeDGWUr1CeE8eOcy4ujsRES1bPPr0CHm+aNQncvoHM324+ByT18Rr3VuTRh+u60p8g8L4A+F3f6RHoXNenbydWr5/jyjOJG+UKpA0HOi84eSbJyvzSMLyqa8+yBsO1iAk7YMhOnAEU8PXNoQRpHV9O+Qv4E+uVf194v1fivQI0M05hOVBv8HHuBsBzWYq/utwA7PM6BvgjE52SbFcC+MkjvYTX+STSlFlV/8SKKfu8vUnUU1jhFU6SEnc2I44BhUUkl5cD1pedLgC5PRNExNsRDVbc2LdUdbRHvoLp3N9XPdbGCvtQV1WTt+71iOHqFv62bb/a3AMta7C82zTqNoqgRbNqlCxZhG++/Zlduw/RtXNTBg94hKathpM3b24WvNEbgOd7z6LGvRVp0Gww9e6rwkvDnnAkJybmHFHRsZQpXcyxPmVKF+PLSGtn26e7TaXfkP9w8y2lyZs3N43Du1L1zkqULlOCCePmEjGoK0OH96DTE4MAmPJqhHVdp6FEnYlBRJg2Y1CKLk3uZPnHC6jbZiItGlWh5A1hfLP3d3Z99ytdn7iPMdM+YekHX6EKR09EMfzFVjw/eCk17ipLg4cmU69WBV4a093vMl28mECLNiMREURgxpQejuvK08YXgLvvudUv2wwd3oPOHYdw/vwFBg9L2csvmO3GU06d+rUZNqKHX2VSVbZv25N8nIS/tunbexIhIQVo3rg7FSrexIyZQxzbZkjEYzRvPYLExEu8OrlbluSMmbCMpcs2We3v2GmGD26fSvbs+eMoXaakX2V68omBREfFcunSJUaN7pUtbONdzgEj+gZFF++xZkjEo45scyX71NCBj/oto1GLoeTLl5u8eXMxf3ZvWnc4x3U5czB9aksqVijKa9MeYM7cndx9Z0nmLtjF7Dd2MH60FZpg/CQrco+vNCe2ebb7wzSs1wWALs+k7DMa6Bg6efoIKt9aLsu6lCpVnC+2vQ3A6FGzqfOvuyhcODTofcFXmhvzyy03l3Rn/vZzzhzQsxktOryKiLU6ccbYxyl8953kyZOHtk1acXvVKpS6sRTTJr7CCwNeZMnCRSycM5+oM1FERUUxbspE+g2JoOfT3blw/gIvDuqHJ26MN4P6PxyU+dvN5wDvPl68eJgrurjRF6r6Wd++0pzokt5c58Y4/NzQ2q6VK1jzgpNnkqy0PadyfI03BsO1hqR9s9hgCB4isgMIAW5PWqUoIjdhbVw1XVX7isgBYK+qPuR17UhgBJDL89Vue7f5cFUt65Hv38CttkMxPV06Y8WJraCqh/wsxxas1Y5VPGK+1gS2AZtUNdyhLrNVtYdH+hCsTaYqq+qPdlzWL4HWqrrKI18VrFfkh6rqGK/rRwNVVXWPiJTF2lzsWVV9MwvlPA0sVdXns5C3KVY4Bc+Yr4jIKqwNwBqoaqSdthooqapVPfJ1wtocLDlurYicAd5R1ec88r0FPAk8raoL7LQFQGNVvdFLpzZYm7LVUtXtdlph2wZhqioeeRUYo6pDPdLK2nk975Ve+8y0bdtpkcB1qnpfZjYFuPeeCrpjyytZyfqP4UKuzBZyZ428J3e6IodCJd2R4wKu2SYhs99r/j7cKpNbGNukj1u2caNc2UkXyF7tplr4767I2bKllity3LDN1doXshVR/r7o5ZvjYQ9mnikLlJCtrsgx+MatPhUV72jbhjQUyv1b5pmygBt987i6szrTtOH0yZG/9S5VdbZM2hBUqt17m27ZvjjzjEEk33X3ZMv2ZVa+GrIbw7Bitn4kIq9jbZL0EhANTLbz7AfqikgrrFe2T6nqYT/uMQXrFfrPRWQK1urSAkBlrBWQbVwoxwhgDbBCRGYDxexyHPfK568u94vIJFt2Dfs+b3ls1nUQSAS62I7Ri8ABVd0rIkuBkfaqzi+xVn0Ow3Ke7iEDRCQMWAcsxtpILAFog+VgXpMVg6jqGtspPUdErsfaGOthrFf+ATx3SngHmGfb5CM7T2cfYj8DnhKRPba8B4E6WdHH5ksgBnhNREZg2X4o1uplp9Hg02ufWWnbBoPBYDAYDAaDwWAwGK4iTMxXQ7ZCVT/Dit1ZCGtzqVnA98B9qnrUzjYIy0m5DGsTqJF+3iMay0H3CRCBtRpzHpYzcWPAhbDusQ7ogLVp03KgP9AbrzACDnTpCFTE2rSqL/AG0NND3l9ALyxn5SYs+yTtSNMZmAB0se/X1T5+KgtFugB8DTyLtUHWB1jO2w6q+mEWrk+iHZbDdAJW/eXFckqC5YRMYiGWY/lBYBXQzL7Wm39jxaEdA7yLtbL08awqo6onbbk5sco1DniTtBuT+YPP9pnFtm0wGAwGg8FgMBgMBoPhCiEizUXkgIgcEpGBPs7nEZF37fPb7TdeA7unCTtgMBiCiYjMAJ4GiqjqxczyG1Jjwg6kjwk7kD7Z6ZVZ8zpx+lyttjFhB64sJuzAlSc71bdrmLAD1xQm7ED6mLADVx4TduCfy9UQdkBEcmK9MdwEOIK1YOpxVd3vkacnVmjGHiLSHminqo8FopcJO2AwGP427Ni1YVibhuUGmgPPAZOM49VgMBgMBoPBYDAYDAbDFaQGcEhVfwYQkXew3jze75GnDSlvWL8PzBAR0QBWrxrnq8HgByIiWK+op4vnZl/XCvavR5JBlsv2xmNxWOEXbgbyYG1WNRiYdMWVvEq5LLmyzYqgbLcSKButWHWL7Lbazw2yXbtxiey0ujO7cTWWKzv1qS1b3NHlX//a5oqcXZGlXZHjBlfjGOrWysMShdxZpVcCd+RcjWNodlpp71q7cWt1Z4I7YtzArTJlp3HCYDCkohTg+ZrQEaBmenlUNVFEooGiWHvDOMI4Xw0G/6hPJnFhRaScnxuAXQ2sx7JNeiwEOqvqe8B7f49KBoPBYDAYDAaDwWAwGNxANCHb/bDlg+tFxDP+3BxVnRM0bWyM89Vg8I9dQPVM8lyLmyd1x9rsKj0c/0JkMBgMBoPBYDAYDAaDwZAFTmUSU/gPwPO1nBvtNF95jojIdVihE/8KRCnjfDUY/EBVzwIu7eJz9aCqB4Ktg8FgMBgMBoPBYDAYDAZDBuwAKohIOSwna3vgCa88K4GngK3Aw8CGQOK9AuQI5GLD1YmI9BaRNFuVishIEVHb8x9UknS5QrLbisiLAVzf2bZTWY+0wyKywAX1rgi2zl2u8D1UREZeyXsEiq3j6CDcd4GIHPm772swGAwGg8FgMBgMBsO1gr1HTy9gNfA9sExV94nIKBFpbWebCxQVkUPAi8DAQO9rnK8GX/QG0jhfsxlvArWvkOy2WB3sWqIzcEWdr4Yry4C+k2kc3pV+fVLvXbZv7yEa1e9Cw3pd2PPdjwB06zKCenU60axRN95d+qljOQDnz1+g7I1N2bB+e3JaYuIlOnV9hbqNIhj/3/fT6Loh8lvqhPenYfMhHDliRaTo+cJMipfpyJvz1zjSZcK4uZQv04yRw19PldeJLg2aDSa86SAaNBvMhshvgy7HO82JjGmvraRWvX7UCe/P1u0/OLJxpw6DaNaoG+H3daZmtccdyUivHTm1za+//ckDD46iYfMhzF2wxhX7OtWl9UMvU6/xQBrfPzQ5zQ3bONHlsY4TCG86iLqNIjhw8IirZQqmHO927FZ9+1tX4Hvsc0OGv3Iy6lP+yFn+/lrq1u5EvTqdWLUyMjnv9dfnZ/HCR9i6uRs5c6beV/Pm8kWYO6cd8+a0o8ItRdNNA2f1/faSjdQJ70+L1iM4ftz/PpVemYLRv/v1mUTThs9Sr04ntm75JlV+N+Y6gBEDhtK2SSuG9RucKn3axFe4++YqTHhpbHLaD/u+p03jlrRudD/79+wLyDZujaENmg2mQbPB3FPrBdo9OsY127j1TBKMduNmmXzpAv61G4Dz589zZ7nb2LxhU0D6ABw7dpr8RR7m0E9HHctx4znArfr2leZW/w7GvJCeHLfKZDAEE1X9RFUrqurNqjrGThuuqivtzxdU9RFVvUVVa6jqz4He0zhfDdkKEcmTlXyqekRV3dmG12D4h7P76++JjT3Husi5xMcnsHNHyhepUSNnsnDRWN5eOp5RI2cmp89/awyr18/hscdbBCRnwdwVVKlySyp9Vn60nUoVb+Tz9RPY8uV+jh8/k+r86PHL+H/2zjzOxrJ94N+Lxj4zUcRriQotKCmkMHayV28qJVGSVomxk+ySlLKULbSot59SyjIMkv1VtLzU+yZZI2bFzOD6/fE8Z+bMcc6Y85yHOXF/P5/5zJz7uZ/rua7rXs8993PdSxe/zJgRXRhjT2iH9O/E+FGPOdala7cOzH7v7E3LTnQBWLFkJKuWjqZxzM15Lsc3zYmMufPi+DZ+PB8v6M+E1z515OP3FoxhadwMer/UhVat6zuSEageOfXN4OHzmDX9eVZ+PYruXZu74l+nukye+ARrVowlts+9TJrymWu+caLL/Nl9iF82hpHDH+GNt79wzaa8luNbj90qbzf6Prf6T7fqTbBy3pz8PkvjprM0bgZvvr4gM29SUho9n/mcHT8cwpennqzNwMHLiR20jKeerB0wDYIv71OnTjN1xhLWxo1l5PBHeG3CXNdsyov2PWb8Cyxb+Q7zPxjH+HGzHJdToLFu+7bvSU1NZdHyL8jIyOC7rdsyrz306MNMmTUtW/7xr4zl7TkzmD5vJuNfGRuSb9zqQ1ctHc2qpaN5pHNjWre6PU/nAb5zEqdyQq03btrkrx8Ott4AvD9nPtffdGPI+gC8/tbn1Lm9Skhy3JgHuFXevmlulXdejQv+0tyyyWC4FDGLr5cgItJSRNaLyAkRSRSRRSJS1b62G7ga6Gy/gq1+XpevJCJfikiKiPwuIkNFJJ/PM0qKyDQR2SciaSLyHxHp4ZPH83p+AxH5WEQSgOzbPwLbcFbYAc8r4yLynIj8JiLJIrJaRG7yyddCRL61bU8RkZ0iMtS+NgcrtkdZL/t329cKicgkEfnBvu+giCwWketzo3MA2+uJyEJb10MiMsC+3lJEtolIqohsFpFafmTcIyIbROS4iCTYPqzgk2e3iMwXkQdE5Gdb3hYRucsrTzzQELjTy+b4XNoRY+e/1351/piIJInIAhG54hz3Xici8+yyOiEi/xORqSJS3CffHBHZKyI1RWStbe8vItLTJ19pEZkrIvvtOndARL4QkVK5sSW7KBlkP/OEiKwRkVt8MjQXkSX2M47bdaKPiOT3yXdO/+egxGMiki4i53zFYdPGHTRpWgeAxk3qsGnD9sxrCceSKVe+NGXLliIxIdkjnMcfG8q9HV5gz+8HHMtJT89g08Yd1K13czZ9NmzeSbPGlstiGlZn05ZdmdeOH0+jcKECREYWoU7tqvz08x4AypQpEZJNV111BSLZd2U51SVfPqFZ6yE82GUCR48m56kcf2lOdKl49VWkpWWQkJhKiRKRjnzsYfGieNp3aORIRk5yg7UrI+MUv+85TM9n36Jlu2Hs+mWfK/51Wt6VKpYGICLiMvLnz+eab5zoEhFhRQdKSTlBjWoVXbMpr+X41mO3ytuNvs+t/tOtehOsnGuuKUdq6klSUk4QGVU0M296+mmSk9PwR1RkQQ79mcLhw6lEFisQMA2CL++//kqiXNkryJ8/PzfXqMTGDdtdsykv2ndERAQAKSnHqV4ja7HJrbHu35u30qBxQwDqN2rAlo2bM6+VvKrUWfckJiRQtlxZyvyjDEmJiY5942Yf6mHxl5to36ZOns4DfOckTuWEWm/ctMlfPxxsvUlPT+ffm7Zy+x21s6U70efIkSSSko5T8epSjuW4MQ8Ad8rbX5pb5Z1X44K/NLdsMhguRczi6yWGiLQEvgRSgE7AU0A14BsRKQt0BA5ixb+4w/55xUfM/wErsV7PXwS8jLVg6XlGFPANcDcwHGgNLAamisizftRaAPyGFcg41FgaD9vPex54DKgAfCZ2nFoRuQYrePJvWPa3A14DPLPyV4AlwGGy7O9oXysIRAIj7Wc8BRQC1otIaYf6zgV22M9YBIwWkXHABGCcrWNRYJGIZH6LsRce/wX8hOW3J7HKcbWIRPo8oz7QBxhiy8sPfCEil9vXewHbgO1eNvcK0o7XAQUeBAZh+fXsd3Sy8w/gD6wwFy2AEUATLP/7EgW8D8wH2mMFyZ4qIo288syzde8LNAOeA/YCRYK0pQtW3X0GKxzDVUCciHjPzK4B4rBCNbTGKsfhwCg/8s7l/7MQkYHAdKCHqo4NlM9DYmIKkVHFAIiKLkZCYtZE68yZM5l/e2KEj53Qm1VrZ9PnpUfp32+SYznz5i7mgc53n6VPQkIqUVGW26OjipKQmOp1LSXzGsDp02fOut+JLoFwosvHC/qzaulo2rauzchxC/NUjv+04HWJaVidG27pRYu2Q3muVxvAmY8zMjL44YdfqXnrDY5k5FR2wdp15EgS23/YzbQ3n2bi2O7EDprjin+d6JL192lGjVvIk91buuYbJ7qkp2dQv0ksz/WZQd3aVV2zKa/l+NZjt8rbjb7Prf7TrXoTrJy2HRpxx+0PUfe2B3nq6U5n6eWPfPmyvlB7vlz7S4Pgy/vKK6P4bfefpKaeZNXq7SQkJLtmU160b4BO9/Wh7d1P07hJ1sKVW2NdUmIikZHW9C8yKoqkxKQc87vV37jdh/75ZwIiULJkdJ7OA9yUE2q9OV+6QPD1ZuH8D7n3gftc0ef1KZ/zTM82IclxYx4QCDfaglvlnVfjgr80t2wyGC5FzOLrpcdI4H9AK1X9XFXfx1qouhzoo6rbgDTgiKpusH/+6yNjoqpOVNUVqvo88APWopuH57F2zzZR1XfsfH2BWcAwOfvArk9UtZ+d7+sQ7csA2ti2fYK1EHct4Jnp3goUAJ5S1a9VdaWqTlfVWADb1sNAupf92+xriar6uKp+qKqrsRZx2wOX+dgfDPNU9RVVXQE8bT/7RaCd/ZwvsBaky2HHuBWRYlgLs7NVtZsdr+QjrAXDskB3n2dEAc1V9RNb3hNAtJ0fVf0JSAKSvWz+KUg7flTVx2yfvgn0BGJEpEmgG1R1jaoOVNXPVHUN1sJqN6CuiNT0yR4J9LLLajnWwvpRsvv9DmCKqi6wZX+sqj1VdXeQthTG8tci268tsHzY20v3aXYb+AqIByYBY4EnxWcXOOfwvzcikk9E3sRawO6oqnNyo3BUVDGSk1IASEpK5fLorPV37y+/+fJZqpUoEQ1AvbtqcujgEUdyTp06xYrl62nR8s7M9AmTPqVRi4EsWryBpKTjlpzk41wenbXjKDq6aOY1IHP3Rag2+TJp4nuOdfHsDO3Yri5ffrU5T+V4p02Y9Ck7ftwdtIykpOMs+CCeXTumsWH1qwwY8p5jH69ZvZUGDbM24gcrw1+a03oTHV2UG68vT8mS0SxZuoVVa3aE5F+A/Qf+CqkO9+k/i0ceasS115QJ2Teh1OECBSJYGzeOhfNj6dz1VVds+vSz9Xkqx7sed32kCY1bDgq5vD36hdr3uSUjWDmB0pzIGTPyHf69/WO27fiEMSPfOUsvf3h/uT5zRv2mHTqw3FF558+fnyEDOtG648t8+fUWrqtcIWSbQmlTEFr7Bvjok4msXjeXYYPfykwLdazzEBkVRXKytQiSkpxMVHRUjvl9Zb89aUrIYxSE3od+9sVG2rWxdtXl5TzAm1DnNqHWG1+bWjTp4YouEFy9OXXqFPErVtK4RdPMNKf1JiEhhb37DnPTjdYLe+/OXpZn8wBfQpmT+Ka51b7zalzwl+aWTQbDpYhpFZcQIlIUa/HxI/uENwBU9TdgHdar57nhS5/PP2DtMPXQEit8wG8icpnnB2s37RXAjT73/1/urTgny1U1w+vzDvu3R7/vsBZoPxSR+4J9JV1E7heRjWKFSDgFpALFgKoO9c087cguk1+BXXaZePCcjlPe/n0H1oLeAh///mHnbeDzjPWq6h2oyNcnbrDQ5/PHwBlyOBRNRAqIyECxQlKcwCqXtfZlX38eV9VVng+qmgbsIrsNm4G+IvK8iFQX5++4LFHVzH9v24u3G7xtEZEyIjJdRH4H0m3dR2L9E8O3TuXW/5cBHwIPAU1V1bedZSIiPezwBVuOHDlGnbrVWbXSelVsVdxGbq9TPTNv8RJR7N17iP37D2e+dplkT5p27dxN9OVZk6Zg5Bw6dJQ/9hykXetn+PD9JQwdNIXHuzZn1dLRTHujF3H2AVPxq3dwe63KmXKKFi3EiZPppKScYNPmXdxwfXn8EaxNvvTu08WxLp7J87r1P9M4pkaeyvFOa3hXNR68v2HQMvLlE4oUKUiBAhFERxch9fhJxz7+fNEq2nXI2nAerAx/aX173+PIN0WKFKRYsUIcP57GQ/c35K47bgzJv5s276J501sdl/fMOcsQEbp0buyKb5zWYVUlI8Ma4qOiilC9WkVXbHJaTm7J8a7HsX3updpNV4dc3h79Qu37jh1LckWGG/XGQ7ByChaMoEiRQhQtWpj09MwpYo4kJqVRqlRRrryyCKmp6X7TrirTzHG9ademDvHLxtChbV3uvKtmyDaFMi6E2r7T0iz/FCtWhKJFCzsup0DUqn0b38RbU6i1q9ZQq/ZtOea/vHhx9u/bz8EDBykWGUmv3s+EPEaF2ocCfLZ4Ix3b3eGKb0Ipb2/c6vvcsmlp3AxXdIHg6s3hPw+z7499PNT+fj798GPGDBvJQ10fduSbnbv2seuX/bRqN4zlcd+xddt/82we4IvT8vaX5lb7zqtxwV+aWzYZDJcivjsQDRc3xQEBDvi5dhBrt2puOOrzOQ3r9XsPpYDrsBak/OEbC9SfPk7xpxvY+qnqryLSAojFek29oIhsAmLt3awBEZG2wEdYr5i/DBzBWmBcQnb7g+GYz+f0AGmZNpC1uLcilzKz+Rol9+YAACAASURBVERV0+x1Sac6+yPbSRyqmi4ix7B24gZiDPAsVriBb4FkrB2+n/rRzdcmOLvedQKGAf2wwiAcEJFpwEhVDfxe0dmcfaqIlXYTWLtTsXY9/wMr1MB/gBNYYTgG+dE9t/6PwgphsBLYlJOCqjoDmAFwa60bteatN1CoUAGaxnSnxs1VKV+hNOPGzCR2QHcGD+1Jl4cGADDpjVgAHusymIRjSYgIk6cMyJQbjJyyZUvxzYZ5AIwcMZ16d95C8eLWa0htW9fm0x6Tqd8kllYtalGmTAm++/5/bN32K927Nmdgv3/SvM1QChUqwJx3XgBg1LiFfLBwNaqw588MBg7uEZRNc2YtYsa0jzl2LImEY0m8/mZ/x7o0aTWYwoULUKhQBLOnv5DncnzTypQuHpSMYsUK06zJLdSL6cvp02cYMuCBoMvbrnds3LAj87MTGf7SPDjxzaDYTrRsN4xTp07zxsQe3FyjUsj+darL0y9Mo/ZtVWjUYiAN7qrGgBF9XfFNsLqkpWXQqv1wRAQRmDKpp2s2vTzkoTyT468et2hW05XyDr3vi6J48aiQZbjZpoKV88ST99G4QTcAuj3eMVPOZfnz8ebrralS+QremtyWGTO3UPPmMsycs5Xp72xm7MjmAIydsAbAb5rT+vfsi9P56ec9XF2+FBPfHkHhwoVcsSkv2vcjD/UnMSGF06dPM2LkM47LKdBYV6PmzRQsWJAOzdpwU41qlC1XlsnjX+P5fi/y/tz5zJ0xm4RjCSQkJDBm0nheGtSPnl0eB2D0a+NC8o1bfWhS0nESElOoUL6kq74JdU6y/8BRhg58IE/qjZs2+ery1OA7gq43X61dDsCro8ZT+446XF78ckf6VChfkm/jJwDwWI/XGRR7v2O73JgHuFXevmmlrnGnDufVuOAvza12aTBcioiJx3HpYO98TQZGqeoQn2vxQKSq1hLrgKlvVPVhnzzDsRa3Irx3zop1SFWMqla0P28ATmOFH/DHTlVNFpGuwGygsqr+GqQtw4FhqipeaWrbNtgrrSJWfNfHfF/hFpGCwJ1Yi3+3ABVV9YhtT1NVLeeTfwFQW1Ure6VFYC28zVfVrnaax65KnlfebZ/G+8mTzXa7HC5TVe8DsTw2PKGq79pxe7/CikeadcRkFsmqutPruf7KUoGXVXV4oOfmBhGJAVYB3VV1lld6ASy/DFPVkQGeuQ/4SlUf97qvEdbiY2Z55VAe8QCqGuNHr6pYcYgHYIUrmOqbJ4A9ihUKootP+logTVWbikhlrF23j6jqfK88LwNDObvcc+P/OUBTrJjFX2DtLu/s3c4CcWutG3XdxvnnynZBKJSxzxU5JyNyWrPPPW7pczHilo/d4GItJzd8fLH6JpwIp7YQbtx55wZX5GyN9/+GQzCE27gQTvUmId2dF5lKy3pX5LjFxdiHhlM9PqgBX04LinCrN+FEOPUT4UaRiFpbVTXnLfqGsOS2WpV1y7pJ586Yh0jhtmFZv0zYgUsI+1XqrcA/xetUdhG5GqiHFbsSrB2Fhc8SkHu+Bq4H9qjqFj8/yecScCFQ1TRVXQmMxzrUqpJ9KZD9RbBCDXjzCNYBShcSzy7R6wL4d6cDmaGW+f0+n/+J1b/kNCMrwtm7ox8LQYdMVHWnqg7E2jFbLcjb77b/UQFkLn7XJcsWTzT9DK88EUBnp/p6UNV4oBVWPNgP/MRHNhgMBoPBYDAYDAaDwfA3wnyxv/QYgrWr7gsReRsrXunLQCIw0c7zE1BfRNpghSM4EuShRZOwXgFfKyKTgJ1Yi5vXA/VVtb0bhjhBRHpixURdghUj9Uqs3ZH7sWLXgmV/CRF5CtgCnFTVHViLyh1sm74AbsN6bT7hQtqgqkki0hd4S0RKYu2CTcR6xb8h1g7b94MU+xPQS0Q6Af/Fa/dsLrlJRGZjxSytAoyy9YjL4Z6vgUdFZAdWrNt7sP4JEDQiEo0VhmEBVhiADKzD0IoDy4IUdwJYJiITgIJY7SMJq14D/Az8DowSkdP2s3r7E+QEVV3rtbv5IxF5wCeOscFgMBgMBoPBYDAYDIa/CWbx9RJDVb8WkdZY4QMWYsUTjQf6qep+O9sA4B37emGsGKddg3hGoojUw3oFOxZrUTABaxH2X64Y4pzvsXYWjsGKnXoU+AbrFe8Tdp53sXY6jsY6QOl3oCKWT8oD3YAnsQ54aou7B4blClWdLiJ/AH2xDmi6DNiHdWDVdw5EjsM65OpdrAX51UBMEPc/D7TDiombH1gMPHeOe57FikE8yv68BHiQc8Q7DcBJ4N/AE1ixi89g1bfOqvpZkLLewzpIbQrW4vxm4AFVPQqZ8Ww72Nffw6pDs4A9WHUkZFR1nR2b+GvgYxG5X1XTz3WfwWAwGAwGg8FgMBgMhvDCxHw1GAyO8Yr52kxVAx0AZjiPmJivgQm3WG/hRDjFIbtYy+lijFd4MRJObSHcMDFfAxNO9cbEfA1MuPWh4VSPTczX80849RPhhon5+vfFxHx1jon5ajAYDAaDwWAwGAwGg8FgMBgM5wETdsAQVoiIcI4DrHJzArwhdHJx2NPpC6KIC9gHzEkOWc6o6pkLpY+b5NMMV3ZAuPHfefMf/sCE026XcCPcfBNO9fhi9c3FWI/dIpx848aOVYBaMX+ELGPduvBpl27iRnmXlouzfYfL3AbCyyZwx67L2eOCJpx9dO5FQLjVm3DSJ5zmSAbD3w2z89UQbjTEGsYD/tinzxvOPzmWA/CoqsarqvwNQg7EkbMts/JONYPBYDAYDAaDwWAwGAwXK2bnqyHc2Arcfo48+89x3eAO5yqH3y6IFu7wJBCZw/UjF0oRg8FgMBgMBoPBYDAYDJcOZvHVEFaoajKwJa/1MICqXjTloKo781oHg8FgMBgMBoPBYDAYDJceJuzAJYSIvCAi9/hJHy4imosYn+cdjy7nSXYHEXkxhPu72n6q6JW2W0TmuKDeecHWudt5foaKyPDz+YzzTaC2YTAYDAaDwWAwGAwGg8EQCmbx9dLiBSDcF5jeBe44T7I7AI4XX/+mdAXO6+LrRcLfoW0E5NSp03Tp/hr1m8Qy9tVPzrq+Mv576sX0pXHLQezda0VY6PX8VEpVeJh3Zy/LzNevz0SaxnTnpd4Tst3/4w+/0qRhNxo36MaO7b8A8MxTo2jcoBtNGmal5aWccWNmck2FFgwf+vZ58Y0TOY1aDCSm+QAatRhI/KpNOdrkT39/doaiS6MWA7m17vN0vH+UIx8H0seNcgpWzku9J9C88RM0qNeF9eu+C8k3nR4eR0zzAdRvEsvOXXsd6QNw4sRJKpZrzsq4ja7KyEnO+a43895fRb2YvrRqN4yDB48FbdPRo4k8/GAsrZo9ybgxM7Pld6IPwIEDRylS4j5+/e/+PCvvQPXPjb7PiU3t7n2FBk370/TuwZlpbvnGrXpz5ZVFWDD3n6xf04P8+bOff3ntNSWYOaMjs2Z0pPJ1VwRMC9bHbo4LkL3uBatLl84DaNGkBzF3daVOrQdD1sd7fFkZ/71rNgVrl5v12Dct3Ma6vGyboc7ZAvVZwco5n+Xtlhy3yikvfRNqeZ/vOuxW3TMYLjXM4qvhgiAiBXOTT1X3quqG862PwXC+yW2dd4PPv9hI1SrlWBs3jnXf/pT5ZdfDyLELWbr4ZcaM6MIYe7I1pH8nxo96LDPPtn//TErKcVbEzyQ9PYMtm3/MvDZi+FTmzh/NvA/GMmL4VABe6teVlWtmMf3d4YweOSPP5XTt1oHZ7408L75xKgdgxZKRrFo6mphGtXO0yZ/+/ux0qsuqpaNZtXQ0j3RuTOtWtzvysb80t8opWDljxr/AspXvMP+DcYwfl3VenhPfzJ/dh/hlYxg5/BHeePsLR/oAzJm5iGrVrnNskz8Z55JzPuvNqVOnmTpjCWvjxjJy+COMe+1fQds0+pUZDBnWk6+WTyd2QPdsz3Papl5/63Pq3F7FsQw3yttf/XOr73Ni0+SJT7BmxVhi+9zLpCmfueobN+oNQFJSGj2f+ZwdPxzCl6eerM3AwcuJHbSMp56sHTAtL8cFyF73gtXlvQVjWBo3g94vdaFV6/qu6OMZXxrH3OyKTU7scrMe+6aF01jn1Ca32maoc7ZAY2Y4lbdbctwqp7z0TajlfT7rsFt1z2C4FDGLrxcRItJSRNaLyAkRSRSRRSJS1b62G7ga6Gy/Jq5+XpevJCJfikiKiPwuIkNFJJ/PM0qKyDQR2SciaSLyHxHp4ZPH83p+AxH5WEQSgOzbeALbcFbYAVvWSBF5TkR+E5FkEVktIjf55GshIt/atqeIyE4RGWpfmwM8CpT1sn+3fa2QiEwSkR/s+w6KyGIRuT43OgewvZ6ILLR1PSQiA+zrLUVkm4ikishmEanlR8Y9IrJBRI6LSILtwwo+eXaLyHwReUBEfrblbRGRu7zyxAMNgTu9bI7PpR0xdv57RWSOiBwTkSQRWSAiV5zj3utEZJ5dVidE5H8iMlVEivvkmyMie0Wkpoiste39RUR6+uQrLSJzRWS/XecOiMgXIlIqN7bYMp63/XTCtmWLiHS0r+0mh7aRU7vyyhMvIt+ISFu7fNOAXva1y0RkgN1W0mw7JopIIa/7LxORV0TkvyJyUkSO2PLuIhds2LyTZo1vASCmYXU2bdmVee348TQKFypAZGQR6tSuyk8/7wGgTJkS2WRs2riDJk3rANC4SR02bdieeS3hWDLlypembNlSJCYkA1CxUlkAIiIuI3/+fHku56qrrkAk+24qt3zjVE6+fEKz1kN4sMsEjh5NzNEmf/r7s9OpLh4Wf7mJ9m3qOPKxvzS3yilYOREREQCkpByneo2shQMnvomIuMyWdYIa1So60ic9PYNNG3dQt97Njm3yJ+Nccs5nvfnrryTKlb2C/Pnzc3ONSmzY+J+gbfrpx/8yYexsWjbtwcb1WXmdltWRI0kkJR2n4tWlHMtwo7z91T+3+j4nNlWqWPosWW75xo16A5Cefprk5DT8ERVZkEN/pnD4cCqRxQoETMvLccG37gWri4fFi+Jp36FRyPpkH1+SXbHJiV1u1WN/aeE01jktJ7faZqhztkBjZjiVt1ty3CqnvOzTQy3v81mH3ap7BsOliFl8vUgQkZbAl0AK0Al4CqgGfCMiZYGOwEFgKdZr/XcAr/iI+T9gJdbr+YuAl7EWLD3PiAK+Ae4GhgOtgcXAVBF51o9aC4DfgPuA/iGa+LD9vOeBx4AKwGdix6kVkWuAz+3ndQLaAa8BRe37XwGWAIfJsr+jfa0gEAmMtJ/xFFAIWC8ipR3qOxfYYT9jETBaRMYBE4Bxto5FgUUiUsBzk73w+C/gJyy/PYlVjqtFJNLnGfWBPsAQW15+4AsRudy+3gvYBmz3srlXkHa8DijwIDAIy69nv6eSnX8Af2C9yt8CGAE0wfK/L1HA+8B8oD2wGas+eX8zmWfr3hdoBjwH7AWK5MYAEekMTAQ+wKq7nW0bPDObgG0jF+3KmyrAG8Cbtt1xdvp8YLBtZ2tgDNAdq314iAV62/e3wKrjcV465khCQipRUZY7oqOKkpCY6nUtJfMawOnTZ/zKSExMITKqGABR0cVISMyarJ05k3WPavaQzEMHT6HX0w+EjRxf3PCNUzkfL+jPqqWjadu6NuNGz8zRJn8EstOpTX/+mYAIlCwZDQTvY39pbpWTEzmd7utD27ufpnGT2l72B++b9PQM6jeJ5bk+M6hbu6ojfebNXcwDne8OySZ/Ms4lxx9u1Zsrr4zit91/kpp6klWrt3MsITVomzas385LsY8xd8EYBvZ/PZueTsrq9Smf80zPNiHJcKO84ez651bf57R9nz59mlHjFvJk95au+saNenMu8uXLWiD1LJb6S8vLccG37jnRJSMjgx9++JWat94Qsj7e48vIcQtdscmpXRB6PfafFj5jnRObsv4OvW364taYGU7l7ZYct8opr/t0b8KpDrtV9wyGS5E8P2DJ4Bojgf8BrVT1FICIrAd2AX1U9UV7N96RHF7rn6iqs+2/V4hIY6xFN0/a81g7BKur6i9e+S4HhonIVM+zbT5R1X4u2ZcBtFHVDNs2gI+B2sC3wK1AAeApVU2y71npuVlV/ysih4F0X/tVNRF43PNZRPJjLcQdwrJ/kgN956mqZwEvHmuB70Wgiqr+ZqfnAz7DWuxbLSLFsBZmZ6tqZpxWEdkE7MRasPP+9hoF3KKqx+x8B7EWL+8G3lfVn0QkCbgshFAOP6qq572Xr0XkKDBfRJqoapy/G1R1DbDGS/9vgV+BtSJSU1W3eWWPBHqp6io77xqsxccHgVV2njuAgarqvVj5cRA23AFsV9URXmmZC8Gqui2HtpFjuyJ7DOErgeaqmhnQSETqYy3aPqqq79nJK7z8eIud/w5gmapO9pK3OJBBYu027wFcVbBgBL//8SePd20OQFLyca67pkxm3ujooiQlHc/87P3feG+iooqRnJRiyUhK5fLorLV+751D+fJl3T9l8vtcf0Ml6t1VMyzkeDNp4nss+zKOH3/eE5JvJkz6lCVfb3Ekp0QJS+eO7eoye8GrtG4bE9Amf/jaGapNn32xkXb2TiAI3sf+0kItJ6e6AHz0yUT27j1E50796HDPfxz7pkCBCNbGjWPrv39l2CsL+HDRXUHpc+rUKVYsX88HCyewedMPjmwKJONccvzhVr3Jnz8/QwZ0onXHl7nl5muoct0/gi6nypUrcP0NlbKlOdUnISGFvfsOc9ONFfjhx995+LGJ/G/3oQte3h6869/qdbVD7vsmTXyPr5d8w88//eKofffpP4tHHmrEp5+td9xnefumc9dXKVky2pV6s+8vcsT7S/qZMxowLa/GBe+658GJLmtWb6VBw6wXnkLp0z3jy+7fDzF33gryX5Y/ZJuc2uVbj53Y5J02YdKn7PhxN//ZtTcsxrpQx1432qYvbvRZTuW4Xd4A+w/8RaMWA/O03njK6dprynAyD33jDzfqsBvjy7XXlCEq6n+u1D2D4VLE7Hy9CBCRoliLjx95L37ai3zrsF49zw1f+nz+AWuHqYeWWOEDfrNfk77M3nm6FLgCuNHn/v/LvRXnZLln4dVmh/3bo993WAu0H4rIfcG8kg4gIveLyEaxQiScAlKBYkDVnO8MyFeeP+wy+RXY5Vl4tfmP/bu8/fsOrAXVBT7+/cPO28DnGes9C682vj5xg4U+nz8GzpDDoWgiUkBEBtqv2Z/AKpe19mVffx73LLwCqGoa1sKmtw2bgb5ihQ6oLv7eIcyZzcAtIvKmiDQVkdzumA22Xe32Xni1aQmkA5/4lKkngr6nTDcDd4vIKBG5y3s3tD9UdYaq3qaq5avdeDXT3uhFXPz3AMSv3sHttSpn5i1atBAnTqaTknKCTZt3ccP15f3KrFO3OqtWbgZgVdxGbq9TPfNa8RJR7N17iP37DxMZZW0mX7F8PRs2fE//gY+HhRxfevfpwqqlo0P2Td/e9ziW45nErlv/M5WuKZejTf7wtTNUmz5bvJGO7bKabrA+9pcWajk51SUtLR2AYsWKULRoYce+UVUyMqzmHRVVhMKFCwatz6FDR/ljz0HatX6GD99fwtBBUzh2LMkVGefSxR9u1pt2beoQv2wMHdrW5a47bwy6nK6rUoEDBw6TmnqCU6dOA87b5s5d+9j1y35atRvGgYPHiIwskiflDWfXPycyfPu+3n26sDRuhqNymjlnGSJCl86NHfdZvr6pXq2ia/XmXCQmpVGqVFGuvLIIqanpAdPyalzwrnvL477jqeemOtLl80WraOcVciCUtukZX2rfVoX776vvik1OfOyvHjuxyTut4V3VePD+hmEz1oVSTm60TX+40WeFS3lv2ryL5k1vzdN6411Oee0bN8rbXx12Y3xxokugumcwXIqYna8XB8UBAQ74uXYQa7dqbjjq8zkN6/V7D6WA67AW0/zhGwvUnz5O8acb2Pqp6q8i0gLr9e15QEF7x2isqq7OSbCItAU+wgoV8DJwBGuBcQnZ7Q+GYz6f0wOkZdqA5V+AFbmUmc0nqppmr0s61dkf2U7GUNV0ETkG+L5y780Y4FmscAPfAslAOeBTP7r52gRn17tOwDCgH9bO3wMiMg0YqaqB3xPP4j1bXnessAsZIrIEeFFVd+dwX7Dtyl++Ulg7sgO9d+lpM6OBk1jhNQYCKSLyCdBXVY8EuDeTtq1r82mPydRvEkurFrUoU6YE333/P7Zu+5XuXZszsN8/ad5mKIUKFWDOOy8AMGrcQj5YuBpV2H/gKP2G9aFQoQI0jelOjZurUr5CacaNmUnsgO4MHtqTLg8NAGDSG7EA9HlhApGRRWnZ9EkqV7maKVMHAVDz1hvyRM6cWYuYMe1jjh1LIuFYEq+/2d813wwd+IAjOU1aDaZw4QIUKhTB1FljKVu2VECb/Onvz06nNiUlHSchMYUK5UtmygnWx/7S3CqnYOU88lB/EhNSOH36NCNGPuPYN2lpGbRqPxwRQQSmTOoZtD5ly5bimw3zABg5Yjr17ryF4sWjKF48KmQZ59LlfNebZ1+czk8/7+Hq8qV4a3JPJOqaoOtM14cHceLESQYOyRYePmh9KpQvybfx1snKj/V4nUGx93N1hVIXvLwD1T+3+j4n5fT0C9OofVsVGrUYSIO7qvHykIdcawtu1JuPPv+Ty/Ln483XW1Ol8hW8NbktM2ZuoebNZZg5ZyvT39nM2JHWbqyxE6wXZ3zTaternGfjgr+6V+764HRRVTZu2JGtTYbSNr3Hl9nTX6BUqeiQbcrreuybVqZ08bAZ6/KybULoc7ZAY2Y4lXde1hvfchowom+e+ibU8j6fdXjAiL6u1D2D4VJEzhUXyRD+2Dv0koFRqjrE51o8EKmqtcQ6WOgbVX3YJ89wrMWtCO8dfmIdOhSjqhXtzxuA01jhB/yxU1WTRaQrVqiCyqr6a5C2DAeGqap4palt22CvtIpY8V0fU9U5PjIKAndiLf7dAlRU1SO2PU1VtZxP/gVAbVWt7JUWAZwA5qtqVzvNY1clz6Kd7dN4P3my2W6Xw2Wq6n0glseGJ1T1XTu+6FdAVyDr6MgsklV1p9dz/ZWlAi+r6vBAz80NIhKD9dp/d1Wd5ZVeAMsvw1R1ZIBn7gO+UlXvUA6NsMJAZJZXDuURD6CqMX70qooVh3gAVriCqb55zmFXcaA5VgzYfapax07fjY8/c9uuvD6f5WcRGYvVXrIfbZzFflXd73NPaaANVszir1S1U0423XZrZd287rWcsuSKkxE5raf/PSmUsS+vVcjELf+6ZZMp78AY3wQm3OqxG4RbeYeTb9yiVswfIctYt66uC5qYtpATxqbAhJNNEF79Vrj5xg3Crd6Ekz5u6VIkotZWVb3NFWGGC8pttSrrlnVOojJeOKRw27CsXybswEWAqqYCW4F/2vFKARCRq4F6QLydlAaEst//a+B6YI+qbvHzk/MpIBcIVU1T1ZXAeKxDrSrZlwLZXwQr1IA3j2AdYHUh8ewSvS6Af3c6kBlqmd/v8/mfWP3G+hzuKcLZu6Mf85cxWFR1p6oOxNoxW83B/cdU9SOscAre95/lpyDaVU58jbXrNjpAme73vUFVD6rqu1g7oIO20WAwGAwGg8FgMBgMBkP4YMIOXDwMwYrZ+oWIvI0Vr/RlIBFrlx/AT0B9EWmD9dr0kXO8du3LJKxXwNeKyCSsQ6CKYi3I1lfV9m4Y4gQR6YkVP3MJVozUK7F2R+7Hil0Llv0lROQpYAtwUlV3YC2QdbBt+gK4Deu1+YQLaYOqJolIX+AtESmJtQs2EesV/4ZYO2zfD1LsT0AvEekE/Bev3bO55CYRmQ18CFQBRtl6+D1sy+Zr4FER2YEV6/YerMXKoBGRaKxFyAVYcW8zgPZYIQGW5XCrt4wZWIva64E/bTse8bk/UNvITbsKiKrGi8gHWDFfXwM2YYW0qIh1MFqsqu4Skc+A74F/Yy0s18SKFzs9NzYaDAaDwWAwGAwGg8FgCE/M4utFgqp+LSKtscIHLMSKJxoP9PPaXTcAeMe+XhgrxmnXIJ6RKCL1gKFYsVXLYi1Q7gT+5YohzvkeaIUVb7QUVjzUb4DOqnrCzvMuUBcrvublwO9Yi2DvYB161Q14Euvwo7a4e2BYrlDV6SLyB9AXeAirje7DOrDK9zCn3DAO65Crd7EWDlcDMUHc/zzQDismbn5gMfDcOe55FitW6ij78xLgQayFx2A5ibUg+QRWjNUzWPWts6p+lksZ67B23j4CRGMtyM/Haise/LaNXLarc/Ewlk+6AYOwdtnuxjqozhNTdw3WruKnsXYO78HauT0Kg8FgMBgMBoPBYDAYDH9bTMxXg8FwFl4xX5upaqADwAxhgIn5GphwikMWTvG6wJR3ThjfBCbc6rEbhFt5h5Nv3MLEfA1MOJW3sSkw4WQThFe/FW6+cYNwqzfhpI+J+WowMV+dY3a+GgwGw9+YDIpyUO8IWc7l7AlZRrhNMsPpy8nFSjh96QqnLycXK675JuFA6DIuLxO6DCAhvYIrctyitITPl2O3WLcudH3uvHODC5rA1kXufPXZeVkjV+RULe6KGFcItzHcjbbpxtzGTcJpnAq3fiKc9Am3thBO+pg5ksHgHLP4arggiIhwjgOsVNX30CvDeUBEztXuT18QRVzAPghLcshyRlXPXCh9DAaDwWAwGAwGg8FgMBi8yZfXChguGRpiHZYU8EdEKuaVcpcYOZYD8Kiqxquq/A1CDsSRsy2z8k41g8FgMBgMBoPBYDAYDJc6Zuer4UKxFbj9HHlye4CRITTOVQ6/XRAt3OFJIDKH60culCIGg8FgMBgMBoPBYDAY/p6ISAmsw8YrYh2Sfb+qHvOT72usw9y/UdU2uZFtFl8NFwRVTQa25LUeBlDVv1U5iEhXYDZQSVV3e19T1Z0hyt4NxKtq13M9Kxey3vnBrgAAIABJREFUFBilqoPPkS8eQFVjgtXXYDAYDAaDwWAwGAwGw3mhPxCnqmNFpL/9OdZPvglAEazNYLnChB0wGAyGLL4E7gBcOA3GYDAYDAaDwWAwGAwGw9+E9sBc+++5QAd/mVQ1DkgORrBZfDUYDAYbVT2sqhtUNS2vdQmWYf0G06FZG4a8NDBb+uTxr1Hz2mqMe3l0Zlq/Z/vQrsndtG/amp92/JiV3mciTWO681LvCdlk/PjDrzRp2I3GDbqxY/svADzz1CgaN+hGk4ZZaR5OnTpNl+6vUb9JLGNf/eQsXVfGf0+9mL40bjmIvXutyBC9np9KqQoP8+7sZY70OXo0kYcfjKVVsycZN2ZmtvzByBk3ZibXVGjB8KFvO5aRk2+CkQNw4sRJKpZrzsq4jSH5d/Jbn1O3wUvUi+nL+o3/cdU3TvRp1GIgMc0H0KjFQFbGf+9YTqeHxxHTfAD1m8Sya+fuoG0KVFZOdAE4cOAoRUrcx6//3e9Yjm9ZheqXnbv2Otbl9z1/0vaeETRuOYiZc5Y5ltOoxUAatRjIrXWfp+P9o7LkPDuL+u3HM/bNr8+S02vA+5Sq1od3F3wTMM2tvgaC60Nf6PEMrRu24N6W7fn0o385kuEvzUNetAXw398EK+fTT5ZT/44uNKjXhcWfxzuSEaivufLKIiyY+0/Wr+lB/vzZz9q89poSzJzRkVkzOlL5uisCpmX6N8i61+nJGcTc8yr1249n568HAXh1SH+6tW3O+EH9st0/ss9zdG3dlMfaNGPXjz8AsOXbb3ikZSO6tGrEx3Ocj1FwfsvJrfbt1pgZTJv6z48/075pa9o1uTvb3CZYfXp0G0aDel1o0aQHH33wVci+8R3r8moeMO/9VdSL6UurdsM4eDDrDdpg9Amko1vzkmB0ean3BJo3foIG9bqwft132fLn1Tyg3b2v0KBpf5rePTgzLa/8G2isc8PHbupjMJwnrhSRLV4/PYK49ypV9WzEOghc5ZZSZvHVYDAgIsNFREWkuoisEpHjInJAREaISD6vfCVFZJqI7BORNBH5j7/OTERqi8gKEUkRkVQRiROR2j555ojIXhGpJyKbReSkiOwWkWdzqXMPEfnevu+IiMy0Y7SE4oeuth8qeqU9ICIrReSwbc82EXk0sAgZZNt1QkTWiMgtuXhurvwaiO3bvic1NZVFy78gIyOD77Zuy7z20KMPM2XWtGz5n+nzHJ/HLWHStDd4bYw1+dr2759JSTnOiviZpKdnsGVz1heXEcOnMnf+aOZ9MJYRw6cC8FK/rqxcM4vp7w5n9MgZ2eR//sVGqlYpx9q4caz79qdsk3yAkWMXsnTxy4wZ0YUx9qRtSP9OjB/1WGaeYPUZ/coMhgzryVfLpxM7oLtjOV27dWD2eyOz6euWb4KVAzBn5iKqVbsuZP/OnRfHt/Hj+XhBfya89qlrvnGqD8CKJSNZtXQ0jWNudixn/uw+xC8bw8jhj/D2lA9dKyunNr3+1ufUub2Kq2UVql/eePsLx7oMHj6PWdOfZ+XXo+jetbljOauWjmbV0tE80rkxrVtZYcc/X/Y9Va8rzdrP+rFu868c/DMxm5whL7Rm/JB7c0xzo6+B4PtQgCmzpvKvrz/jnk73OpIRSK5Tu0JtC+C/vwlWzpuT32dp3HSWxs3gzdcXOJIRqK9JSkqj5zOfs+OHQ2dde+rJ2gwcvJzYQct46snaAdPAWd2bP6U78Z++xMj+HXhj5kp+3v4dx1NTmLV4GRnp6fy4bWtm3seee5E5X65g+BtTmf7qGADmTX2D8e++x5wv4/j8w/mO/Xs+ywncad9u9cPBtqnxr4zl7TkzmD5vJuNfGRuSj2e/N4qlcTPo9GCrkHwD2ce6vJoHnDp1mqkzlrA2biwjhz/CuNf+5cg3gXR0Y6wLVpcx419g2cp3mP/BOMaPyzpfNy/nAZMnPsGaFWOJ7XMvk6Z8lqf+9TfWueVjt/Qx/E05lYEmHAjrH+CIqt7m9ZPty6q9TvGDn5/23vlUVQF1y3Vm8dVgMHizCFiBtb3+fWAIMBRARKKAb4C7geFAa2AxMNV7wVREagCrgeJAV6ALEAWsFpGbfZ4XhRXQ2rOlPx54w469GhARGQu8ZevaDugLtAS+EpH8DuzOiWuAT4DOto6LgXdFpKefvF2w/PMMlu1XAXE5LQrn1q858e/NW2nQuCEA9Rs1YMvGzZnXSl5VCpHsO4QqVLwagIiICPLnt9y1aeMOmjStA0DjJnXYtGF7Zv6EY8mUK1+asmVLkZhgvV1RsVJZW8Zl5M+ffSjZsHknzRpba84xDauzacuuzGvHj6dRuFABIiOLUKd2VX76eQ8AZcpkd1Gw+vz043+ZMHY2LZv2YOP67Y7lXHXVFWf5yy3fBCsnPT2DTRt3ULde9mbjxL8Vr76KtLQMEhJTKVEi0jXfONUnXz6hWeshPNhlAkePJjuWExFhha5PSTlBteqVXSsrJ7ocOZJEUtJxKl5dytWyCtUvNapVdKRLRsYpft9zmJ7PvkXLdsPY9cs+xzZ5WPzlJtq3scpnw9bfaNbgBktOvaps2rY7W94yV0Xji2+aG30NBN+HIsJzTzxDl/s6s3fPH45k+JUbgl2htoVA/U2wcq65phypqSdJSTlBZFRRRzIC9TXp6adJTvb/YkpUZEEO/ZnC4cOpRBYrEDANnNW9iAhrrExJTaPGjeXYsWUzdRs2BqBOg0Z8v2VTZt6yV1e07rksa4yteG1lUpKSSE9Lo3CRIpl5w6mcwJ327VY/HGybSkxIoGy5spT5RxmSErMW1IPVBxEef2wo93Z4gT2/Z0WhcmOsy6t5wF9/JVGu7BXkz5+fm2tUYoO90zRYffz6y6FvfMe6YHWJiIgAICXlONVrZP3TMy/nAZUqls4mKy/962+sc8vHbuljMOQVqtpUVav5+fkMOCQiZQDs33+69Vyz+GowGLx5R1VHqeoyVe0DvAv0EZHLgeeBq4EmqvqOqq5Q1b7ALGCYiHgO8BsKpNn5PlHVfwFNgBPAMJ/nRQJ9VXWKqn5tH3y1AnhZAnwrtXel9gVeUdU+tq6zgfuB2kBbl3wBgKqOVtW3VXUZsBIYAcwBnvKTvTDQXFUXqepHQAusBebeOTwit34NSFJiIpGR1oJaZFQUSYlJubJt9NCRdHvqCQASE1OIjCoGQFR0MRISsyZ9Z86cyfzb+gdgFkMHT6HX0w9kS0tISCUqyvpyGR1VlITEVK9rKZnXAE6fPoM/gtVnw/rtvBT7GHMXjGFg/9cdy3FDFw++vglWzry5i3mg891n6ePEvzENq3PDLb1o0XYoz/VqE5Jdbujz8YL+rFo6mratazNy3ELHctLTM6jfJJbn+sygdp3qrpWVE11en/I5z/TMftipG2UVql/q1q7qSJcjR5LY/sNupr35NBPHdid20BzHNgH8+WcCIlCypLWwlZB0nKhihS05kYVJSDpOsLjR10DwfeiwMSNYvHIJT7/4LC8PGOpIRk7kRVsI1N8EK6dth0bccftD1L3tQZ56upMjGU7Ily9ryuCZPvhLA2d1Lz39FPXbj+e5wR9S99ZKJCclUNQu72JRUSQnJp51zxujhvPg49b/aRvd3ZZnHryHjnfW4u77OmXmCadyAnfat1v9cLBtKpDsYPUZO6E3q9bOps9Lj9K/3yQv+0Mf6/JqHnDllVH8tvtPUlNPsmr1do4lpDryTSAfuzHWOak3ne7rQ9u7n6Zxk6yd7Xk5D7D+Ps2ocQt5snvLPPWvP9zysVv6GAxhyueA5y3XR4HP3BJsFl8NBoM3C30+fwgUA6ph7SzdCPwmIpd5foClwBXAjfY9DYAvVDXBI0RVk7A6soY+8k8D//JJ+xCoAJQNoGMzrL5rgY8eG7GCXjfIrbG5QUQqi8gHIrIPyLB/Hgeq+sm+RFUzZyCquhvYgHWIVyBy61dvnXp4Ytj8deQvIqOiSE62JlApyclERUed0653pkyjyg1VqVOvLgBRUcVITkoBICkplcujI72fl/l3vnxZw8aUye9z/Q2VqHdXTQAmTPqURi0GsmjxBpLsL7NJyce5PDprV010dNHMa8BZu2Y9BKtP5coVuP6GSlx11RXZdHRiV6i6wNm+CVbOqVOnWLF8PS1a3pmZPmnie478m5R0nAUfxLNrxzQ2rH6VAUPec8U3TvUBMnffdmxXly+/2uxYToECEayNG8fC+bG88vK0kMvKqU0JCSns3XeYm26sAMC7s5eFXFZdH2lC45aDQvZL566vOtIlOrooN15fnpIlo7npxgp8v+O3kNr3Z19spF2bOlY/ce9EFn31HUkpJyw5KSe43OvL2rlYGv+ja30NEHQfWrxEcQDq1KvLn4f+dCTDH29PmpInbcFff+Mh2DY1ZuQ7/Hv7x2zb8QljRr7jSIYTvBcLzpxRv2mHDix3XPcKFLiMtZ/1Y+GMHgybsJhikdGk2uWdmpxEZHT23bILpr/FNVWup2bdegC8MXIYc5fE8fmG71j80fucOG6VYbiUUyj9OWS1bye6gP8xM9g2FUh2sPqUKGGVZb27anLo4BHXxroff/rdlXlAiyY9gtYlf/78DBnQidYdX+bLr7dQ5bp/OPKNb5qb8xIn9eajTyayet1chg1+KzMtr+YBHvr0n8UjDzXi2mvKuOJfJ+UdiFB9HKpvDIa/CWOBZiLyC9DU/oyI3CYi73oyicha4GOgiR1ysMW5BJvWYDAYvPENpOb5XBYohbWwmeHz87Gdx3OaRQngAGdzECsUgTfHVDUjh2f6w/NO769+dIn00iNkRKQYsBy4GegP1Adux9qVWtDPLWcHorPSAtkCufdrJqo6wxPD5oorr6BW7dv4Jn4tAGtXraFW7dtytCt+xSq2bNzMC7EvZqbVqVudVSutV/pWxW3k9jrVM68VLxHF3r2H2L//cObriSuWr2fDhu/pP/DxzHx9e9/DqqWjmfZGL+LsgyXiV+/g9lqVM/MULVqIEyfTSUk5wabNu7jh+vJ+dQxWn+uqVODAgcOkpp7g1KnTjuW4oYs/3wQr59Cho/yx5yDtWj/Dh+8vYeigKXTt1sGRf/PlE4oUKUiBAhFERxch9fhJV3zTu08Xx+XtmZivW/8zjWNqOJKjqmRknAIgKqoIhQsXDLmsnNq0c9c+dv2yn1bthrE87ju2bvtvyGUV2+deqt10dch+qV6toiNdihQpSLFihTh+PI19+/7ixusrhNS+P1u8kY7t7rD6iX/1Ydr4zsR9Y736Gr9uJ7ffUtFvPfNHi5ibXOtrgKD70OQka0Ho112/Em0vugUrwx+9ej+TJ23BX39z7Ji1yzDYNlWwYARFihSiaNHCpKefciTDCYlJaZQqVZQrryxCamq637SryjRzVPcs/1rjSlSxQhQuFEGN22uzaU08ABvXxFOj1u2Z+deviuP7zRt54sWsg7jy589PZHQ0EQUK2AtrGUH75nyWUyj9OWS1bye6BBozg21Tlxcvzv59+zl44CDFIrMWlYLVJ8lenNq1czfRl0e6NtZdU6m0K/OApXEzHOnSrk0d4peNoUPbutx1542OfOOb5tQ3/uYlweqSlma182LFilC0aGHH5e3WPABg5pxliAhdOjd2zb9Oy9sfofo41H7CYPg7oKp/qWoTVa1shyc4aqdvUdXHvfLVV9WSqlpYVcup6tJzyT7n66wGg+GS4irgfz6fAfYBf2HFPHk+wL077d9HgdJ+rpcGjvmkFReRCJ8FWO9n+uMv+3dzP/K8r7vBHVghAeqrauaxxzmEAvB3GuJVBLYFcu/XgNSoeTMFCxakQ7M23FSjGmXLlWXy+Nd4vt+LvD93PnNnzCbhWAIJCQmMmTSewS8NIDIykvtadeDaytcx/s2J1Lz1BgoVKkDTmO7UuLkq5SuUZtyYmcQO6M7goT3p8tAAACa9EQtAnxcmEBlZlJZNn6RylauZMnVQpj5tW9fm0x6Tqd8kllYtalGmTAm++/5/bN32K927Nmdgv3/SvM1QChUqwJx3XgBg1LiFfLBwNaqw588MBg7uEZQ+g4f2pOvDgzhx4iQDh2SdVRasXXNmLWLGtI85diyJhGNJvP5mf9d8E4ycsmVL8c2GeQCMHDGdenfeQvHiUZCRHLR/ixUrTLMmt1Avpi+nT59hyIAHXPON0/Ju0mowhQsXoFChCGZPf8GRnLS0DFq1H46IIAIT3xzG9TdUcqWsgtWlQvmSfBtvHV73WI/XGRR7vyM5/sqqRbOaIfllyqSejstpUGwnWrYbxqlTp3ljYg/HcpKSjpOQmEKF8iWz+olmN/Ppl3Oo3348rZpUo8xV0Xz3wx9s3f473R+6i1GTl/DB/21CFfYfSmDoi22ypyWeZkDf+0Lqa/YfOEqPAXcE3Yc+3a0niQkJiAhjX5/gqB/2l+a0Dw21LQTsbxz0E088eR+NG3QDoNvjHV3tay7Ln483X29NlcpX8NbktsyYuYWaN5dh5pytTH9nM2NHWofCjZ2wBsBvmpO6169XC1p1fgMRa3fYlNEPkn7DLRQoVIhubZtTpVoNSpctz7uTJvB4776MG/gSRSOjeKLj3VS8tjKDJ75B12d70/O+dogIdzZpTmRUtHvjgkvl5Fb7dmvMDLZNvTSoHz27WN+LR782LtOmYPV5rMtgEo4lISJMnjIgJN/4jnVXVHSnvJ3o8uyL0/np5z1cXb4Ub03u6cg3/tKc6ONvrAtWl0ce6k9iQgqnT59mxMhnHJe3W/MAgKdfmEbt26rQqMVAGtxVjQEj+uaJf+HssW7oQPd87IY+BsOliIQSX8lgMFwciMhwrHisA1R1rFf6O8ADQDmsuKXPAjeoasDA0yLyMdAYqKiqyXZaJLAbiFfVe+20OVhxVB5U1Q+97l8OVLHvV/vwrdlAJVXdLSLXAruAHqo6M0S7PTp1tT/7Pqs91iFkdVV1o52nOPAbEK2q4iVLsRZSr/aEHrDj0/4CjFXVIXZaPICqxtifh5MLvwbi5ltv0a+/WRHsbWdxeYE95850Dgpl5LTGnHtORuS0UfjSJtx87JY+bnAx2nTRkuDv5YggubxM6DKAg5pTVJgLT2lZH7KMi7EPvfPODa7I2brInX0n31/2kCtyqhbfde5MF4hwG18S0iuELMONuQ2En2/c0CecdIHw6rfCzaZw0sctXfIVabdVVYN/RcSQ59x2c0XdvHTQuTPmIfnK9AjL+mV2vhoMBm+eEJF8wGasw6IeB4araqKITAI6AWvtv3cCRYHrsXaGtrdlvAK0AeJEZBygQCxQBOuwKm+SgfEiciXWIuWDWLFVumqA/wyp6n9tuVNEpCqwGjgJlMeKB/uuqq5ywRcA3wJJwFsiMsy2dzBwBDj7OGTrULFlIjIBKyzBy/b9k/zk9ZBbvxoMBoPBYDAYDAaDwWD4m2EWXw0GgzftgTeBIUAiMBJrMRV7AbYeMBRrMbUskIC1WJh5aJaqbheRGGAUMBcQrEOnGqrq9z7PS8LaWTsZqI4VH/V5VZ2bk5KqOlBEfgaetn8U+AOIw1rEdQVVPSwiHYGJwCfAflvXElg7hX15D0gFpgBXYi1iP+CJFRPgGbnyq8FgMBgMBoPBYDAYDIa/H2bx1WAwePMfVW0U6KKqHsMKP9A7JyH2K/pNc/NAVf0W6xCrQNfnAHP8pM8D5uXmGTnIrniuZ6nqSqAmZzPcJ594fRydwzNj/KTlyq8Gg8FgMBgMBoPBYDAY/l7ky2sFDAaDwWAwGAwGg8FgMBgMBoPhYsTsfDUYDBcddtzanP65pKp6+kLpcz6JINWVA1rICF1EuB0sEE645Ztw8/HFeEBGOBFO/gUX603J0M9AcEuXcDuQJ5wIJ5vcOiirVodTrsjZ0LWbK3IiOuTqJaELg0uH2LlxUBa4c/icG3MbCL+x1w0uxnmAW4SbTRdj/TMYLkXMzleDwYCqDldVUVV3vpXk7pldVbXceRI/C2vKHegn7jw912AwGAwGg8FgMBgMBoMhE7Pz1WAwXIwMxzr0KhDJF0gPg8FgMBgMBoPBYDAYDJcwZvHVYDBcdKjqbmB3HqthMBgMBoPBYDAYDAaD4RLHhB0wGM6BiAwXEXVZZlcRcRwwTEQ6iMiLburkQIfhIqIickJEov1cf9S+riJynQvP2y0ic7w+d7VlVwxVdrjx/+ydd3gUVdfAfwcMPUFB2kcRUIpKsQKihIRQpVoRBaQoIKKIlNAJSAuIVKVIaAL62l4ERSkhAUQIRQQEpUkRpQrpkIRwvz9mkuxuNiE7O5i8en/PkyfZO2fOnHtum5y95VbUOY1Go9FoNBqNRqPRaDR/Pzr4qtHkDt0Ab05r6ADkavDVgRTgWTfpL3Nrl/d/AzwGnL2Fz/if4Pr1VLr2fI9GQcFMfvfzTNc3Re6jYcBgmrQcwZkzlwCY+f5qGvgPomHAYLZH/WpZz0crI2gYMJhW7cZw7pyRNmTgNJoG9GTQgKlO9x/8+RhBjXvQxL8HB/YfBSB0UhhVK7UgZPQHXuepb/+5lK7UmYWL13ul59TpC7R9ehxNWo4gbMl6y3oCWwwnoPkwAlsMJzJip22+8VRP15eG0SKoFwFPdKP+w5288k27Z97Bv+lQmj45Mj3NDls81dOrxxj8G3alRVAv/vPxt17lCeDs2csUKfEsx47/aatvrOjp2DmUgObDaBQUzJHDJ23zjad6Bg2YSvMmr+LfsCvbt/3klY8d28KmyH0e29LvtQk08e9BUOOMNKu2uCsnT+2xs98Ce+qft/XmVvvYa9+cuGDoeGMRjdpPYfLs7zLp6DtsJaVrDWThiu/T0zr2XkDA0+/SqP0UDh87B8CddxZhxdLn2L6lF/nzi5OOu6uWIGzBUyxa8BTV7imZZRrA9dQbdF8SReC0TUxd92smewDOxlyleP8vOHYhHoBm0yNp+l4EzaZHEnH4QoZvPMyXa5oVHe26zsG/w1SaPv8eZ/68kqHHhrF3zJCRdGjWhlGDhjvdP3PKezx4dy1Cx05MTxs1aDhPt2hH68Yt2Lk9KsO/uVj3vO2zshu/rdoT2GI4DzXoz1PPT/C6jzh85IytPvbEN5cvx9C5UzCtmvUmdFKYk7wnegCuXr1G5QrN2RQeZVmPXWNmVmVuRz9sl57cfCd2109oNP82dPBVk+uISMHctkHjFV8CXRwTRKQiEAB8caseqpS6qJTaoZRKulXPcCWv1tXVX0dRo3oFtoaHsu2HQ5w7d8Xp+vjJn7JuzVgmjevKJPMlaelH4fwQOYXPVgxl6ntfWtJz/XoqcxesZWv4ZMaHdOG9qUvZ++MvxMcnsjEyjOTkFHbvOph+/7iQuSxdPpGPPp7MuJC5AHTr0YHFy8bbkqdRQzsyZUJ3r/WMDPmIRfP7s+m7CfTs1tyyHoCNa8cTsW4iAYH1bPONp3qWrZjEuvAFDBjUlVatG3nlm5nTXmXLxskED3yG6XO+ss0WT/UALF42gXXhC+jYqZVXeQKY8f5q6j9a3VbfWNWzfPFAItdPYnxIFz6Y84ltvvFUz6Qpb7F+04cs/ziUKaGLvPZxWltoElDXY1sGDenGpi2LmL8whInjF9heTrnZb4E99c/benOrfWyHb1av30eNe8qy9ashbNt1jHMXYpx0jHqrNVNGPeOUtnxOTyK/HMT4oR2YFbYJgNjYJPr0W82Bn8/jymu96zF85AaCR6zntd71skwD+Hr/n9Qo40fEwCZsO36JczHXMumbveko9SqXdEr7rn9jNgwIILBGacv5ck2zomPm+BfYsmowwa+3ZPqHGw09Noy9+/fuIyEhgVUbviYlJYWf9uxNv/biy52Zs2iek87Rk8by5brVzP9oIbOnzsjIUy7XPW/6rKz6CKv2RKybSMS6iXR5qQmtWz3qdR8x64OvbfOxp76Z+M4CRo3pw7cb5hM8rGe6rJWxbknYKmrVcl5cl1tjprsyt6sfzs3+3K53Ynfv6BrNvw0dfNXcFIfl5bVFJEJEEkXkrIiME5F8DnKlRGSeiPwhIkki8quI9HLRlbZU3F9EPhORaCDKvPaoiGwQkb/Mpey/icgHLvfXE5GNIhIvIgkiEi4i9VxklojIGRF5UES2mvYeFZE+LnKlRGS+iBwxZX4XkZUiUt4Gn70oIntNO2NF5ICI9DavRQKNgccdluVH5tQmc+n9y0B5h/tPuvi3sos9mZaxi0h/EfnF9PUVEdktIk9ZyO4ywF9E7nJI6wKcArZY0Jdm20kRuWba1ciNjFNeReQbEfnRjVw5EbkuIgMc0jypR4+JyA8ichWY4nD9VRH50cF/m0WkocP1IiISKiInRCTZ/D3Csc2Ycmn19JrZdkYBzlNxbsKOXYdp1uQBAAIa12bn7iPp1xITkyhcqAC+vkWoX68Gh345DUDlu8qQlJRCdEwCJUr4WtLz11+xVChfkvz581O3ThWiduxnZ9QBgprWB6BJUH127tifriP6ShwVKpalfPnSxEQbk6LLlCmJSObsWslTuXIlvNaTknKdU6cv0ueN92nZbgxHjv5h2Z58+YRmrUfRqetULl+Osc03nupJY82qSNp3CPTKx1UqlwXAx+c28ufPZ5stHusR4ZXuo3mmw1ucPpUx+d1Kni5diiU2NpHKd5W21TdW9fj4GNvxx8dfpVbtarb5xlM9Pj4+ph2J1K6TERj0vi3EeWxL5SrlM/nWznLKzX7Lrvrnbb251T62wzc79pygmf+9ho6GNdi596ST/8uVybQDEj4++Q2/JCRR574KACQnpxIX5/57Wz/fgpy/EM/Fiwn4FiuQZRpA1InLBN1bBoDG1Uux69RlJ12X4pOIvZbCXSWLpKflE2g1awudw3ZwOSHZcr5c06zoqFLpTsDwUf581svJdez9cdce/Js0BqBRoD+7o3alXytVpnSmtpPW1yTEJ3Bf7fsz8pSLdc/bPiurPsKqPWms+WYn7dvU97qPqFOrsm0+9tQ3hw56g8BPAAAgAElEQVQeZ+rkxbRs2ouo7RmynupJTk5hZ9QBGjSs6+Sj3Boz3ZW5Xf1wbvXndr4Tu3tH12j+bejgq8YTVgEbMZa8rwRGAaMBRMQP+B54EuOk+dbAGmCuiLzhRtcK4ATGcvWhIlIMWAekYizJbwWMw+FQOBGpA2wG7jBlugJ+wGYRcR55jfSVwHKgPbDLtCXQQaYEcA0YBrQEBgPVgG0iUsgDvzghIk+Yz92M4atngQ+B202RvsBeYD/GsvnHzLSc2vQOsBa46HC/R0FTEXkJmAZ8jFFmLwGfm8/3lK0Yh1u95JDWBcMHHu9bKiI9gRlABIb/lph23nGTWz8CHhSR+1zSXzR/rzT1e1KPigOfmM9v5aDjXWAB8CPwPNAZI9Bcybx+G0Z9fgWYad67EKPNpK8XEpE7gU3AnRgB9dcxyt2jLSmioxPw8zP+uSvuV5TomASHa/Hp1wBSU28AxsvSvQ/0pUXb0bzZt40lPXfe6ceJkxdISLhGxOb9REfHERMTj69fMQD8ihcjOiYj6Hbjxo30v5XKvmpYyZMdei5dimX/zyeZN/t1pk3uSfCIJZbt+WzFUCLWTaRt63qETgyzzTdW9KSkpPDzz8d48KF7Lfsm4+9UJoR+Su+eLW2zxVM9k6cOIGLrYgYOepmhQ6Z7lacZc1bTr08bHLHDN1b1JCen0CgomDcHLqBe/dq2+cZKWXV8diBtn3ydJkEZ30152xbGh35quS2MHjmHvq+/4JUtxt/O5ZSb/ZZd9c/bepPGrfKxHb6Jjk3Er1hhQ4dvYaJjE7kZycnXadR+Cm+O/IQGD1W5qXy+fBnBk7RAirs0gOiryfgWMl5Tixf2ISYx2UnX7E1H6dvYeVbex682ZMOAANrU+T8mfXvIcr5csaojNfUGE2aspXcXf0OPDWNvbEwMvr7Gl7q+fn7ExsTe1I4eL7xMp3bP0SiwscPzcq/u2dVnucNqvi5ciEYESpUq7nUf0aBeDa9s8eY9YMf2/QwK7s7SFZMYPjRjprOnej5auoYXXnoSV3JzzPTWljRc++Hc6s/tfCfWaDQ6+KrxjA+VUhOUUuuVUgMxgkkDReR2oD9wFxCklPpQKbVRKTUYWASMMYNRjnyulBpiyn0H1MQIhg1RSq1RSkUqpZYopRxnzo4GksxnfK6U+gIIAq4CY1z0+wJ9lVLzlVIbgO7AZSB9k0Gl1GGlVH+l1BdKqS3AZ8DTZj5aYZ0GQLRS6i0zf+uVUrOUUqHmcw8BsUCcuWx+h5mWI5uUUscxAq/JDvfvdWNHdjwG7FdKjVNKRSil1iqlJiulwm56Z2YURqC1CxizSjHKc5mnisxZoSHAOqVUd6XUd0qpOcBAjABpdnyF4dcuLuldgPVKqbT1hZ7Uo2LAm0qp2WadjBLj8LABwHSl1Ctmff1GKTVKKfWJeV8n4AngKaXUDKVUuFJqAkbg/A0RSZviNAAoCjRXSv1HKbUKaA4UzqG/Bh8+eoZVa3YQa/6jFRuXyO3Fi6bLFC9eNP0aQP78+YiNTWTFx5EcOTCPHZvfpWPnKQS2GO6xnvz58zNqWEdaPzWWb77bzT3VKuHnV4y4WGNvu9jYBG4v7utob/rf+fK5H36mT1tmyRZXpk7/0pKe4sWLcl/NipQqVZz776vEvgMnLNuTNqP4qXYNOHTwmNe+ScOKni2b9+Df+GHAex8PHLqILi8GcnfVcl7bYjVPJUoYs7gaPvEg589dspyn6Oh4zvxxkfvvqwTAwsXrbfHNl19tt6ynQAEftoaH8unyYN4ZO89r31j1McB/Pp/G5m1LGTPyfa/qjWNbOHjolCVb5sxcSc17q9DwiQdtrcNWfeNIXqh/3tabW+Vjq23B0Tc/HzxF535hrPr2J2Ljrxo64q9yu8M/+FlRoMBtbP1qCJ8u6MWYqWtuKu8YvLhxQ7lNO392A82mR7J63x/EXbtu2HPtOsWLZMyKjU5M5syVRO77P+cZpyWKGjLt65Zn7YGzBD4zzVK+0lgXedArHQPHfkaX5xrw5dofbRl7wQi4xsUZwaH4uDj8it/s9Q0WfbKUrzevY3LIBD6YPodnWrbP1X7Yjj7LFW/b1FdfR1GsWGFb+oiXur2ba+8B1apVoua9VShTpqSTvzzRc/36dTZu2E6Llo9n8nNujpne2gLO/bBdeqZPW0aLoF65+k6s0Wh08FXjGZ+6fP4EIzhVC2O2XhRwQkRuS/vBmP1XEnCdjfhfl89HgWhgvoh0FmPPUFf8ga+VUtFpCUqpWGA1xjJ+RxKVUhEOcknAEcyZiWmIyGsisk9E4oHrQNr6nhpunp9TdgF3iMhyEWljBqdzzC2yyZ2ND4jIbBFpKiI5f9N3zzKgpog8ijGTdIdS6uhN7nFHBfPHta59geGLLFFKXcWYvfuSmG8iIlIbqIsxKzYNT+pRCvC1S1pTjL5zAVnTEmPbhR9c2sN6wAcjQA9GEHyHUup3B1sSMGaNZ4mI9BKR3UDHEnf4Mm9WX8LNAyEiNx/g0YerpcsWLVqIq9eSiY+/ys5dR7i3ZkXy5ROKFClIgQI+FC9ehDJlbidi3USP9QC0a1OfyPWT6NC2AY8/8SD1G9QmYpOxxDAiPIpH69dO13FHCT/OnDnPn39exNcv40XNkQEDu1q2xZHBA562pKdIkYIUK1aIxMQk/vjjL+6rWcmyPWkvn9u2/0KVqhW89k0aVvSsXhVBO3OZvzc+DluyHhGh60tNbLHFap5izX9Cjhw+SfHbfS3n6fCRPzhy9E9atRvDhvCf2LP3uC2+sVr/lFKkpBhdnZ9fEQoXLui1b6z6OCnJmMVXrFgRihYt7FW9cWwLVauU9diWjRu2s2PHPoYOfwWwtw5b8Y0ruV3/7Kg3t8rHVtuCo2/OnruCb9FCzJvyEuHfGwdbRW47zKMPVHZbHmkYfkk1/FKsEIUL+WQrDxATm0Tp0kW5884iJJjbArimlSnXjA0DAni/08NE/Gp8r7v58AUeuStjgc6R83EcvRBHmzlbCP/lPP0+3gNA7NUUAH747RKBNUsT8cVAj/PlSIuA+y3rCFv5vVFOzz3G4L4tbBl7AR6u9wjfR24FYGvEFh6u90i2diQlJZn6i1KkSBH6DujHF999lWt1D7zvs9zh7fvNV2uimP1eb1v6iNq1Kufae8A91Stx9uxFEhKucv16arqsJ3rOn7/M76fP0a51Pz5ZuZbRI+Zw5UqsJXvsGjPd4W0/bJeeAQO7si58Qa6+E2s0Gocl3RpNDnA9mSDtc3mgNHAPRrDKHSVdPjudUK+UijG3BBgFfAD4ishBYIw5MxGMJfHuTrY/R+Yl6VfcyCUB6dsJmNshzALew1jefwUjqLbDUc5TlFKbReQ54A3MILOIbAbeVkrtz+7eW2WTG5aZ+npibHmQIiJrTRtPeqpMKXVMRLab+p7FKEcrlDN/O9U1pdR1EfkrB/d/hLFkPwBj24IuQBzGlhlpeFKPLiqlUl3S0urymWzsKI0xW/lm7aEc8LOb65lPAXFAKbUAM/j7yEPVVNvW9fiy10waBQXTqsXDlCtXgp/2/caevcfo2a05w4c8R/M2oylUqABLPnyLYsUK0yzoARoGDCY19QajhhlLkjzVA/DG2/M59Mtp7qpYmmkfjKNw4UIUKlSApgE9qVO3BhUrlSV0UhjBw3oycnQfur44DIDps4IBWLJoFQvmfcaVK7FEX4llxuyhlm2ZEPopH3+6GaXgz7OXGT38BUt6RgR3pGW7MVy/nsqsab0s2xPUaiSFCxegUCEf5i6aTPnypW3xzYMP3euRHqUUUTsOpH9Ow0qeXn9rHvUeqU5gi+H4P1GLYeMG22KLp3nq3nUk0VdiERFmzhlmOU+VKpbih0hjJ5DuvWYwIvh523wzdtSLHutJSkqhVfsQRAQRmDZ7DDXvrWKLbzz1cZcXhxITHU9qairjxvfzqt44toXF89+iZGXPbBn41lR8fYvSsmlvqlW/izlzR9hahz31jV39ll31z456cyt9bKUtZPLNa4HcVaEkX36zhEbtp9AqqBblyhTnp59/Z8/+U/R88QkmzFzLx//daYwB56MZ0rcFrV6ahYgxO2zOxE50Hgy35c/H7BmtqV6tJO/PbMuCsN08WLccYUv2MP/DXUwebxwqM3mqsW29uzSA1nX+j/8u20XgtE20vL8c5YoXZt/v0fx4+grdH6/ClsFBALyybCdDWxpzEFrM3Exhn/wU9MnHwq7Gdh5tm9X1KF+j326TKW3YG6081vH68I+p90BlAp+Zhn+Daoyd0NuWsbfXsJkULFiQDs3acH+dWpSvUJ6ZU96j/5C3Wbl0OUsXLCb6SjTR0dFMmj6FPl1fJTYmhtTUVIaNHelVX2NH3bOjz8qqj7Car9jYRKJj4qlUsZQtfcSc6X1s7UM98c3I0X3o1nkEV69eY/iojAWOnvTD5cuX5vsdxryK8ePm0/DxB7jjDj+P9YB9Y6a7MvdUR1b9sF16cvOd2LWf0Gj+jUhO9qbR/LsRkRCM5dh3K6V+c0gPwtgDthHwLsZ+rf2zUHNYKRUnIt2AxUA1pdSxLJ53G/AIxr6nbYC6SqmfReQCxnL0Li7yS4C2SqmSDp+bKqUquMhFAiilAszP24CrSqmmDjJVgN+AsUqpEMf8K6U8OgTJvLcYRiAwFCOwV0EpdcO05Tal1BMu8jm1Kas8voCxP2kNpdQRh/TZQD93eRCROzCWuk8D/lBK1c9h3kIw6oWPGRztA7yPMUO1rFLqSk7K20VnJYwZoz2VUosc0m/D2BZghVKqm5mWprtKWsDYnPF6EqNevooxa3i9UqqHgy5v61FvYB5QUyl1OIt8fALUw9gP1h0nlVKXRGQTRj3wd7l/MdAtJ3XukYeqqV3b3ruZ2N/CNR+vz6oDoFDKH7boyUvY5Ru7sMvHeSlfut7cevJSvclLtkDeqn//xDwR7e47U895uEO2i2hyzI5ukbbo8enQ9OZCfxe3l7u5TA44px6zRU9Z2W6LHjv4R7Ypm8hr45Qma/JS/ctXpN0epVT20+I1eZJH6lZWu9aNyG0zsiVfuV55sn7pbQc0nuAaSHoBiAcOAGn7tp5WSu128xPnqiwrlFLXlVI7MGZP5gPSTmXZDDwpIulrQsy/2wKRFvJThMwzE7tb0JMlSql4pdTXwHyMWY5pMx6TcL+vZ05tyur+U+bvWmkJZuCyeTY2XlFK/QdjqX+trORywH8wlu5PVkq5m3mcE84Av5O5rj1DDmbqK+PbpOUYs2+fxJiV/ZGLmLf1aCNwA+iVjcx3QEUgPov2kLap1HaggeM2GyJS1LRFo9FoNBqNRqPRaDQazf84etsBjSe8ah6ItAtogXGSe4i5ZcB0oCOw1fz7MMZBQjWBRkqp9tkpFpE2GMGsVcAJ8943MZaMp331/Q7GTNhwEQnFOOgpGCNgOc5Cfr4DgkVkOLATaIIRtPMKERkHlMFY9v4nxh6mbwI/KaUummKHgL4i0hE4jnH41mEPbDoElBCR14DdwDWl1AGMsjkOTDXLKgljW4GCLjYuIMO3F4DqmAdTWc23GXB9yur9po4bIjIWWGjO/vwEYzuLoRiHaeWEj4DhGLNTT5M5oOpVPVJKHTfr+Ntm0HY1xqzvesCvZiB7BUbQPFxEpgH7gALA3UA7oINSKhGYjlE+682ZxEkY201czWFeNRqNRqPRaDQajUaj0eRhdPBV4wntgdkYM1JjgPEYgay0PVsbYpwkH4wx4zAaIwj7hVttzhzFCDiNwpghGocRSGymlDpjPmO/iAQAE4ClgGDshdpYKbXPQn7GAbdjnDhfCGNGZAuMJf7eEIURbJ2Osb/oBYygpuM+qKEYB2gtxDi0bDPG9gQ5tWkhxqFNE035U0Blc/l/e4zl/0uAy8AM06YxDvdvwwgOdgGKYwSJl7vI5ApKqTBzu4a3gU4Ye6J2wrAvJ/f/ah5G9QgwSbnsrWJHPVJKDRKRYxiB05eBBGA/ZvBaKZUiIi0wgsa9gCqmzHHgGyDZlLtkbt8x07TlL4yg8W0YbUmj0Wg0Go1Go9FoNBrN/zB6z1fNTXHd2zOXzdFoNA7oPV//N8hre6Lltf0y7UDXm1tPXqo3eckWyFv175+YJ73n69+A3vM1S/6Rbcom8to4pcmavFT/9J6v/7voPV+to/d81Wg0Go1Go9FoNBqNRqPRaDSaW4DedkCj8QBzH9XsvrRQSqnUv8ueW4GICJA/OxkrM6Bvld5/O4k3fNkXH+i1njJFr3mto2xK3pmlAv/M2RiFLu62Rc+1UvZ8GVzw4Nde65DqD9pgiZ6ZlB12lBPAuWp9bdGTl/oKu8rbrtl+txc47bWOvDYr2A4O3+b9OAewo1sPW/Q0WBJgi55tr3rfF0cnV7LBEiiLPe3Srhmrean+/RPHBT1m/u9gV1nlpTal0fwb0TNfNTdFKRWilBIdGANgEZCSzU947plmGy+TfR5T8phejUaj0Wg0Go1Go9FoNJo8iZ75qtF4RggwJ5vrcX+THbeSNcCj/0N6NRqNRqPRaDQajUaj0WjyJDr4qtF4gFLqJHAyl824pSil/gL++l/Rq9FoNBqNRqPRaDQajUaTV9HbDmg0uYSIhIiIsllnNxGxvKGZiHQQkbfttMmCDSEiokTkqogUd3P9ZfO6EpF7bHxuN1NnZbt05sYzNBqNRqPRaDQajUaj0eQddPBVo/ln0Q3w5jSJDkCuBl8dSAGedZP+Mrdme4dvgMeAs7dA9y3n3VFD6dG2OVNGDHFKHz/wTbq1bkr3Ns04cvBnAFatXEbrR2ox4rVXnGTHDBlJh2ZtGDVouFP6zCnv8eDdtQgdOzE97a1e/WjduAXPtGzPl//5wkn++vVUuvZ8j0ZBwUx+9/NMtm6K3EfDgME0aTmCM2cuAdC3/1xKV+rMwsXrbdORxpCB02ga0JNBA6Y6pR/8+RhBjXvQxL8HB/YfBaDrS8NoEdSLgCe6Uf/hTpZ0hG/cQePHX6Zl014c/vWEZVu+/HwDjR7rin/DrqxZHens3zcW0aj9FCbP/i6Tb/oOW0npWgNZuOJ7p/Sz52MoUrUfx05csGRPv9cm0MS/B0GNM9LS7RnxBf7dwghdtDWTPe3eXEHj7mE067WEM+djAOjzzmoavbwQ/25h7D9wwlJ5B7YYTkDzYQS2GM6myH2W8pRVeVuxp90z7+DfdChNnxyZnmZFT8fOoQQ0H0ajoGCOHD7pcZ6yrTceltNboWsJ7LmIxzovYNte4yAoT/qJIW8MpF3Qk7Rv2ppDBw46ydvhYys6Tp2+QNunx9Gk5QjClljvb9yVt12+8aS8Bw2YSvMmr+LfsCvbt/3klX/dpdlljx3tEjwb63b/8D1dWgbStVUgny0Jy/BN6g26L4kicNompq77NZNvAM7GXKV4/y84diEegGbTI2n6XgTNpkcScdjoQ++8swgrlj7H9i29yJ9fnO6/u2oJwhY8xaIFT1HtnpJZpnnqm8uXY+jcKZhWzXoTOinMSd6T+nfl8hV6d+nJc62eYuaU9zJ88zf1fe7Ga3e67ah7nurJagy3a5yyo21atSWwxXAeatCfp56fYMk3dvY3jmPd4SNnctU3AGfPXqZIiWc5dvxPy7bYpcddm/KknEInhVG1UgtCRn+Q6Xl2vE/YoUOj+Teig6+afywiUjC3bdB4xZdAF8cEEakIBABfuLvBG5RSF5VSO5RSSXbrvtX8sv8nEhPiWbRmPSnJyRzcuyf9Wvc332bJNxsJmTWX+e9OAqBxiyeZ++lXTjr2791HQkICqzZ8TUpKCj/t2Zt+7cWXOzNn0bxMz52zaC5ffPcVT3d8xil99ddR1Khega3hoWz74RDnzl1xuj5+8qesWzOWSeO6Msl8ER01tCNTJnS3VQfA3h9/IT4+kY2RYSQnp7B7V0aQY1zIXJYun8hHH09mXMhcAJatmMS68AUMGNSVVq0bWdIxafyHrF0/j8UfTWD8uPmWbZk9cyXrwuezLnwBs2esyPDN+n3UuKcsW78awrZdxzh3IcYpz6Peas2UUc5lAjDjw43Uf7CKZXsGDenGpi2LmL8whInjF2TYs/kwNSvfyZYlPfl+72nOXXL+bmRm8JNsXtyTId0bMWO5cQp2cI9GbF36CmFjOzBu4ieWyhtg49rxRKybSJOAupby5K68wVr9mzntVbZsnEzwwGeYPucry3qWLx5I5PpJjA/pwgdzPrGv3lgop6lvtyAirAefTHmeSWFbPO4n+g18k9Xha5k+bxbvTXL+J80OH1vRMTLkIxbN78+m7ybQs1tz22yxyzce9zdT3mL9pg9Z/nEoU0IXeeVfd2l22GNXu/R0rPto7iymLFzGkm/CWf3J8nTZr/f/SY0yfkQMbMK245c4F3MNV2ZvOkq9yiWd0r7r35gNAwIIrFEagNjYJPr0W82Bn89nuv+13vUYPnIDwSPW81rvelmmeeqbie8sYNSYPny7YT7Bw3qmy3pa/96bOJVBI4fy2bf/pf+QjO/c/66+z9147arbrrZg1xhu1zhlR9u0oiNi3UQi1k2ky0tNaN3qUWu+sbG/cRzrZn3wda76BmDG+6up/2h1r8vbDj2ubcrTcurWowOLl43HFTveJ+x6J9Fo/o3o4Ksm13BYXl5bRCJEJFFEzorIOBHJ5yBXSkTmicgfIpIkIr+KSC8XXWnLuf1F5DMRiQaizGuPisgGEfnLXMr+m4h84HJ/PRHZKCLxIpIgIuEiUs9FZomInBGRB0Vkq2nvURHp4yJXSkTmi8gRU+Z3EVkpIuVt8NmLIrLXtDNWRA6ISG/zWiTQGHjcYVl+ZE5tEpElGLNKyzvcf9LFv5Vd7Mm0dYKI9BeRX0xfXxGR3SLylIXsLgP8ReQuh7QuwClgi6fKblYP3OVRRE6KyHIRecHMU4KZnyfc6H/LlL8mIjtFpKH5eUkObOslIvvMey+JSJiIlMhp3g7s3kWDxk0AqO8fyL7dO9Ovlb/LyI7PbT7kz58fgDtK3slttzlv+f3jrj34N2kMQKNAf3ZH7Uq/VqpMaUScZ/Ugwpuv9qPrsy9x5vTvTpd27DpMsyYPABDQuDY7dx9Jv5aYmEThQgXw9S1C/Xo1OPSLMZuuXLkStusA2Bl1gKCm9QFoElSfnTv2p1+LvhJHhYplKV++NDHRzoGoNasiad8h0LKOokULU65cKX47fsayLVWrViAh4Rrx8Vfx9Sua4Zs9J2jmf6/hm4Y12Ln3pJPt5cpk2q2DS3/FExt/jcoVM4IJntpTuYrRXfj43Eb+/BmvD1H7z9C0wd0ABD5amZ0//+H07Crl7zDuuy0f+fPly5yWP5+l8s6XT2jWehSduk7l8uU4S3lKw7G8wVr9q1K5bCb/WNHj42O0zfj4q9SqXc22emOlnHx8jD4jPjGZutXLetxPVKp8l6kno/+x08ee6khJuc6p0xfp88b7tGw3hiNH/7DNFrt842l5+/j4GGUUn0jtOhn/8Huap6zyaYc9drVLT8e6yndXIz42luSkJAoXKZIuG3XiMkH3lgGgcfVS7Dp12em5l+KTiL2Wwl0lM+7JJ9Bq1hY6h+3gckIyAMnJqcTFuf++1s+3IOcvxHPxYgK+xQpkmeapbw4dPM7UyYtp2bQXUdszZD2tf4cP/crsqTN4tlUHJ9m/o++DzOO1O912tQW7xnC7xik72qYVW9JY881O2repb8k3dvU3hq6Msa5Orcq56ptLl2KJjU2k8l2lvcqTXXpc25Sn5VSmTMnM7+3Y8x5q1zuJRpNXEZESZszgqPn7DjcyD4jIdhE5KCL7RaRjTnTr4KsmL7AK2Iix5H0lMAoYDSAifsD3wJNACNAaWAPMFZE33OhaAZzAWK4+VESKAeuAVIwl+a2AcTgcNicidYDNwB2mTFfAD9gsInVd9PuZNi4H2gO7TFsCHWRKANeAYUBLYDBQDdgmIoU88IsTZsBvuWlrBzOPHwK3myJ9gb3Afozl84+ZaTm16R1gLXDR4X6PgqYi8hIwDfgYo8xeAj43n+8pWzEON3vJIa0Lhg882is3J/UgGxoBAzHqZUcgP/C1iKT5HRF5BZiOUY/bA0sw6sntrsrc2DYZeN+8tx1G2bQEvhWR/Nndm0ZcbDRFfX0BKObnR1xMTCaZWRNC6PRKn0zpacTGxOBr6vD18yM2JjbbZ46ZNI41m9by+ttvMHbYaKdr0dEJ+PkZ/7QW9ytKdEyCw7X49GsAqak33Oq3QwdATEw8vn7FAPArXozomIx/rm7cyLhPqYwqlZKSws8/H+PBh+61rOP8+b84/OsJpyWLnupp2yGQxx59kQaPdOK11zPG9OjYRPyKFTZ841uY6NjELPOfxoyFG+nXPdApzUq+AEaPnEPf11/IsCfuGn7FjIUGfsUKER2XeRZZauoNJi7cQq9nH3FKHz57I2/0bWupvD9bMZSIdRNp27oe40M/tZwn1/I2nmmt/qWmpjIh9FN692xpWU9ycgqNgoJ5c+AC6tWvbV+9sVhOTw/4mJavLSOoQVWP+4k0Jo4eT4/XXnVKs8PHnuq4dCmW/T+fZN7s15k2uSfBI5bYZotdvrFShzs+O5C2T75Ok6CM74w9zVNW+bTDHrvapadjXeCTbenX6WmeevxhnnzWoS1cTca3kDH8Fy/sQ0xispOO2ZuO0rex85byH7/akA0DAmhT5/+Y9O2hTM91JV++jMBHWhDEXZqnvtmxfT+DgruzdMUkhg+dkX7d0/q3O2oXbwzqz9wlC3hnREh6+t/R97nDnW672oJdY7hd45QdbdNqOV24EI0IlCpV3LJv7OhvwHmsa1CvRq76Zsac1fTr0wZHclOP8XdGm7L6vuaKHe8Tdr2TaDR5mKFAuFKqGhBufnYlEeiqlLof4//2GY6xgazISeBBo7nVfKiUmmz+vd4MuA4UkRnAG8BdQG2lVNomgxvNyj1GROYqpa476PpcKZW+EYzbyW4AACAASURBVJiIPIIRVB2ilNrvILfE4e/RQBIQpJSKNu/bgBH4GwM87SDrC/RVSkWYcluAFkAnIAJAKXUY6O9gQ35gG3AaI+j3Xw9840gDIFop9ZZDWvpmWUqpQyISC9ymlNrheGNObFJKHReRi0Cy6/0e8BiwXyk1ziFtrUVdCiPQ2gWYaM5ErokxI/ZxD3XV5Ob1ICv8gAeUUlcAROQcRtD9SWClGLO0xwDfKqXSN1E15bLdHsGcZTsYGOvoMxE5gvGlQ1uMLydc7+sF9AIoV6EixXyLkxBnvPwkxMXiW9x55uOK+e9TtXpNHmzQMEtbfP38iDN1xMfF4VfcLzvTuaOE8SVg/YYNmDj6HQCmTv+Std/t5uAvp3nFXM4bG5fIPVXLpd9XvHhRYh2ChY4zKAHWbfiRFZ9EeqXDET+/YsTFGnv2xcYmcHtx3/RrjrMC8uXL0LFl8x78Gz9sWceESf15+aVhVKpUjsca1rWsZ9L4D/lx/2cAPNX2TQ7sP8r6r77l4OE/eeVFY/J1bPxV7qmcMcPCHdExiZz58wr31/g/r30zZ+ZKat5bhYZPPMj0actY/9lXHPztAj2fegiAuIQk7q6Y+buWQdPW0blNXadrM5dv53LMVUaNXW6pvEuUMOx9ql0Dli4Pt5wnx/KePm0Z678Jt1z/Bg5dRJcXA/nyq+2W20KBAj5sDQ9lz4/HCBk7j6CmDbyvN16U05fTO3HmfAzPD/qUdt37edRPAHw4Zx7V761B/YYNAPhg+hy2rvvCKx+XLOnLK6/N9lhH8eJFua9mRUqVKk6pUsXZd+AEgS2Ge13ed1cth6/fFa99A9bq8H8+n8aZM+d5qeMQOjz9q6U6nFU+vbVn87Z6tvTDgMdj3azxY1i6NpySpUrT57l2XDp/ngOfR3LobAw9Hq9q2HPtOneXKpauIzoxmTNXErnv/5x1lyhqzFRtX7c8y7afNN4MssExCHLjhsoyzVPfVKtWiZr3VnFKA8/H8Kr33E21mtXT9djRLnPa97nDnW476h54P4Z7My44jlNjJ3zM3p+Oe9U2p07/kgMHT/LrkTOWyumrr6NoZ856teIbVx9b7W/Aeax7qdu7lCpVPFd8Ex0dz5k/LnL/fZUAWLh4PVG7jnhsi1160nAcX/z8fvO4nNzh7Xto02aP2aJDo8njtMfY5hBgKRAJBDsKKKWOOPz9p4hcAEoB0dkp1jNfNXmBT10+fwIUA2phfJMQBZwQkdvSfjBmMZYE7nO51zWweRSjEcwXkc5i7Bnqij/wdVrgFUApFQusxljG70hiWuDVlEsCjgCVHIVE5DVzGXk8cB0jyAlQw83zc8ou4A5zGXybnHy78jfY5M7GB0Rktog0FZEiN70je5YBNUXkUYwZyTscgvCekJN6kBXb0wKvJgfM32llXsH8+czlvq8w/JwdzTD64RUu9TsK41Axf3c3KaUWKKUeUUo9cnvJO6nzaD12bokEIGpLJHUefjTD+Ihw9u2K4tW3h7hTlc7D9R7h+0jjEJ6tEVt4uN4j2crHxRr/5B07cozi5j/Agwc8TcS6icyb1Zdw82CJyM0HePThaun3FS1aiKvXkomPv8rOXUe4t6ZzUbRo9pDXOhyp36A2EZuMJZUR4VE8Wr92+rU7Svhx5sx5/vzzotNSqNWrImjnsNTVUx31H6vDdxsXMGRYT2rUrGJZT8GCPhQpUoiiRQuTnHydAQO7EvHFQOZNeYnw741DYiK3HebRBypnmX+Aw8fPc+S387R6cSYbtvzCa8ErLNmzccN2duzYx9DhxncMAwZ2ZVNYd+aObMumnb8Zenad4NH7nXdYCfvvHkSga9sH0tPW/3CMH/b9zrcfdLFc3mn/sGzb/gtVq5S1lCdwLu8BA7tatidsyXpEhK4vNbHcFpRSpKQY3YafXxEKFy5oS72xWk5JyYYtxQoXoGhhH4/7iciNEeyO2sVbwRl7SvYd0M9rH3+ybIglHUWKFKRYsUIkJibxxx9/cV/NSraUN3jeh7rzDXheh5OSjFmbxYoVoWjRwpbrcFb59NYeKzogcz8MeDzW5c+fH9/ixfEpUIB8+fLRsWcvNgwI4P1ODxPxq7FP6+bDF3jkrowVhUfOx3H0Qhxt5mwh/Jfz9PvY2Fc29moKAD/8domqpW6+dDYmNonSpYty551FSDC3KXCX5qlv7qleibNnL5KQcJXr11PTZT2tf1WrVeX82XMkJiRw/XqqLe0yp32fO9zptqPuWfGx6xjuzbjgOE41Cajjddts/EQtOj3f2PI70ldroniqXUbwK7f6G9exrnatyrnmm8NH/uDI0T9p1W4MG8J/Ys/e45ZssUsPZB5frPSh7vD2fcIuHRpNHqeMUirtAO5zQJnshM0JYgWA4zdTrGe+avICricVpH0uD5QG7gFSsri3pMtnp5PqlVIx5pYAo4APAF8ROQiMUUqlzUos4XqfyTmM2ZKOXHEjlwSkbydgbocwC3gPY1bjFYwA2w5HOU9RSm0WkecwZgP/13zWZuBtl9mcmbhVNrlhmamvJ8aWBykista08aSnypRSx0Rku6nvWYxy9Jgc1oOscNoMTimVZH6zm+a3tK+wL7jIpYrIJbInbcrisSyuu9Zvt9xb5wEKFCpEj7bNqV6rDmXLV2Th9Km8MmAwocMHUdTXj1efepLKd1dj5LRZbFn/LYtnvceZkycY2P0lpi1eQZ0H61KwYEE6NGvD/XVqUb5CeWZOeY/+Q95m5dLlLF2wmOgr0URHRzNp+hRe79GHmOhoRITJM5wP0mnbuh5f9ppJo6BgWrV4mHLlSvDTvt/Ys/cYPbs1Z/iQ52jeZjSFChVgyYfGRO4JoZ/y8aebUQr+PHuZYYOf9VrHkDEDefCheylUqABNA3pSp24NKlYqS+ikMIKH9WTk6D50fXEYANNnBaeVG1E7DqR/BjzWETopjIjwKEqUvJ3ZHwy3rOfV3s/SxL8HAD1eydgBpG2zunz5zRIatZ9Cq6BalCtTnJ9+/p09+0/R88UnmDBzLR//d6fhh/PRjH67DT+sMVbMdH9rCSP6P2nJnoFvTcXXtygtm/amWvW7mDN3hGGPfw26bzyEf7cwWj1RjXKlfPnp17Ps+eVPej71MP0mfkO9WuVp0nMx/g/fRUjfJvQPXYtf0YIEvbKE6nW3M2d6b4/LO6jVSAoXLkChQj4snv+WpTy5K2+rdfj1t+ZR75HqBLYYjv8TtRg76kWP9SQlpdCqfQgigghMmz2GmvdWsafeWCinF4Z8RkzcNVJv3GDCm02p5mE/MXLQMHx9fXm2VQfurnYPU2ZPs9XHI4c+77GOEcEdadluDNevpzJrWi/bbHlt5GxbfONpHe7y4lBiouNJTU1l3Ph+XvnXXZod9tjVLj0d67q9MYA+z7ZDRHg8qDm+fsYXha3r/B//XbaLwGmbaHl/OcoVL8y+36P58fQVuj9ehS2DgwB4ZdlOhrY0vuNvMXMzhX3yU9AnHwu71uOZVXBb/nzMntGa6tVK8v7MtiwI282DdcsRtmQP8z/cxeTxxmy3yVONberdpXnqm5Gj+9Ct8wiuXr3G8FEZxx94OoYPGhFM3+69uXb1Gm8PG/S3932u4/Xo4S9k0l26qj1twa4x3Ipv3I1TdrTNcmXv8FhHbGwi0THxVKpYyrJv7OpvXMe6OdP75JpvKlUsxQ+Rxnts914zGBH8vCVb7NLjrk0NGzfYo3JasmgVC+Z9xpUrsURfiWXG7KGWytvd+4Rd77IazS3mThHZ7fB5gVIq/bRgEdkIlHVz3wjHD0opJS7n2zgiIuWAj4CXlVJZ74OXJn+zvUE0mluFiIRgLNe+Wyn1m0N6EMb+l42AdzH26ezvTgdwWCkVJyLdgMVANaWU20CWOaPwEYx9T9sAdZVSP5vTxNcppbq4yC8B2iqlSjp8bqqUquAiFwmglAowP28DriqlmjrIVAF+w1heHuKYf6VU5h3Rb4K5h2kAEIoRIK6glLph2nKbUuoJF/mc2pRVHl/A2Me1huM0exGZDfRzlwdzc+rmGHvA/qGUqu8qk0XeQjDqhY9S6roYB5q9jzGLtKxS6kpOyjsb/VnVgzSdVdICxWIcOPa9Uqqziw6F6TcRqYRxCFgPpdRiB5n8GPvsrlBKdTPTnJ5h5m2u6Sd3gf2/lFIn3KSnc98DD6mVGzw+fywTZYpm3v/RU8rKdq912Mk1H6/PuMtzFLq4++ZCOeBaqexnReWUgge/9lqHVH/QBkvsK+9CKX/cXOhvwq482VFOAOer9b25UA7Ia32FHZxT9iylvL3A6ZsL3QS76nBe6kMPX6l+c6EccN/nPWzR02BJgC16tm1rcHOhmxCdXOnmQjkgr7XLvFT/8tK4YBf/xDHzn0peagt2UcTn4T1KKXteRjV/K4/cX17tWtk7t83IlnwPjLFcv0TkMBCglDprBlcjlVKZVgqbW2VGAhOVUp/nyC4rBmk0NvO8y+cXgHiM5d3fYezXeVoptdvNT5yrsqxQSl039zIdhVH3005x2Aw8KSLpm9aYf7fFaFCeUoTMM3W7W9CTJUqpeKXU18B8jJmXaTMkk4DCbm7JqU1Z3X/K/F0rLcEMYjbPxsYrSqn/YGwrUSsruRzwH4wtICa7LP+3RDb1wCpnzJ/nXNI7cPPVBRuAG0ClLOp3toFXjUaj0Wg0Go1Go9FoNLawGnjZ/PtljK0EnRCRAhgrkZflNPAKetsBTd7gVfPQol0Yh1e9AoSYS8WnY5wwv9X8+zBQFCMg20gp1T47xSLSBuNgolXACfPeNzH200z7iv8djBmQ4SISinHQUzBGwHKcq84c8B0QLCLDgZ1AE4wl814hIuMw9hyJAP7E2Gf0TeAnpdRFU+wQ0FdEOmLsOxJnHraVU5sOASVE5DVgN3BNKXUAo2yOA1PNskrC2FagoIuNC8jw7QWgOsaBWeuxiBlw9WqdSg7rgVX7bojIWOBDEVmIsfdrVYyTEWMwgqtZ3XvcrHNzRKQGxhcB14CKGPvBLnTcY1ij0Wg0Go1Go9FoNBrNLWEy8KmI9MSYgPY8pB/k3sc8YPt5jLNZSporWwG6KaV+yk6xDr5q8gLtgdkYMxFjgPEYAdG0vTobAqMxAqLlMQ5OOsxNTpI3OQpcNXWXwwi27QKaKaXOmM/YLyIBwASME+0EYy/UxkqpfRbyMw64HRiAsS/oZoyg8m/Z3ZQDojAChtMx9qm9gBHUdNwHNRTjAK2FGIeWbcbYniCnNi0EGgATTflTQGVz+X97jOX/SzD2QZ1h2jTG4f5tGDNquwDFMYLEy11kcoOb1gNvUEotNLeCGAB0Bn42f6/GqNPZ3TtcRH4BXjd/FPA7EG7ardFoNBqNRqPRaDQajeYWopT6Cwhyk74bY5IgSqnlGDEOj9DBV01e4FelVGBWF82ZjwPMn6xklmAEBV3TD2PMnM0WpVQU0PQmMt2ySA9w+XwVeM38cURc5EKAkJvZ5iD/DfDNTWTOAU+6Sc+pTQlApyx0H8QI5LoS4iCzFCOAbZmc+CWr8s5G/qb1wJ1OpVTlLGQz7XGrlJqBEZAG0r8dux34MbtnmOkfYWzWrdFoNBqNRqPRaDQajeYfhA6+ajQajZeYh5e9DmwFYjH2kR2OscVBTmZoazQajUaj0Wg0Go1Go/kHooOvGk0ewNxHNbsD8JRSKvXvsudWICIC5M9ORil1Pa/o9ZCrGIeKdQXuAK4AG4GhSqnEW/xsW7DjhO1MR7pZ5J94qqttpwHfXs4ePTYhpct6ryT6rPc6gEK326ImT9W/gge/tkXP+Wp9bdFjSz8BtvUVdmBXed+OTb75B2JH/1fjDhsMAXw6ZLvIKcdse9WeQ7off3yH1zq+iahkgyX/TKKT7fFNWbFnDLerv7HtnSIPkZfGXrv8m5fypNFocp/sgj0azS1FKRWilJK/ITD2v8AijH9Hs/oJzz3TbONlss+j1X/Hb5XeHKOUOqeUaqmUKq2U8jF/v6iU0v+NazQajUaj0Wg0Go1G8y9Gz3zVaPIGIcCcbK7H/U123ErWAI/+D+nVaDQajUaj0Wg0Go1Go/EKHXzVaPIASqmTwMlcNuOWYp4c+Nf/il6NRqPRaDQajUaj0Wg0Gm/R2w5oNBqPEZEHRCRERErkti3uEBElIiE5kIsUkchbb5FGo9FoNBqNRqPRaDSafyM6+KrRaKzwADAGyJPBV+AxYGFuG/F38u6oofRo25wpI4Y4pY8f+CbdWjele5tmHDn4MwBTRwbzSodWvNKhFf7VKjrJDxk4jaYBPRk0YKpT+sGfjxHUuAdN/HtwYP9RAAYNmErzJq/i37Ar27f9lC57/XoqXXu+R6OgYCa/+3kmWzdF7qNhwGCatBzBmTOXADh1+gJtnx5Hk5YjWLJolce2hG/cQePHX6Zl014c/vWE5Ty5S7PTFiu+affMO/g3HUrTJ0dy5swlSzpmvr+aBv6DaBgwmO1Rv9rqm+vXU+n6xiIatZ/C5NnfZbKn77CVlK41kIUrvk9PO3XmL9p2nUOTZ6cRtvJ7y3oAzp6PoUjVfhw7/qcl33TsHEpA82E0Cgrm8JEzlnwDcPXqNSpXaM6m8ChLOnr1GIN/w660COrFfz7+1tm/I77Av1sYoYu2ZspTx8GfEthzEf7dwjh80sjTpp2/8XjXDwl6ZTFnzseky44ZMpIOzdowatBwJx0zp7zHg3fXInTsxPS0Pi+/yjMt29M2sBVNGwTYmqf0fHlYVq5puVXeoZPCqFqpBSGjP3CSzUt9Vl7zjRV7AlsMJ6D5MAJbDCcyYqfHtoD7dmmlr3GX5oktly/H0LlTMK2a9SZ0Uli67J13FmHF0ufYvqUX+fOLk567q5YgbMFTLFrwFNXuKZllWhqetO/N4ZG0CWjJs606cPSwd/UG4OzZyxQp8SzHjv9pWc9HKyNoGDCYVu3GcO7cFY993O+1CTTx70FQY+c64Klv3KVZzZPr+O1pniCbOuyhLX37z6V0pc4sXLzeSTa37PG2vLN6B/VUj5191q2sw7nhmy8/30Cjx7ri37Ara1ZH3lSHO19mVY80mn8jOviq0eRBRKRgbtvwdyEGBezUqZTaoZQ6c3PJfwa/7P+JxIR4Fq1ZT0pyMgf37km/1v3Nt1nyzUZCZs1l/ruTABg8PpSFq75l0DuTadS0Rbrs3h9/IT4+kY2RYSQnp7B718H0a+NC5rJ0+UQ++ngy40LmAjBpylus3/Qhyz8OZUroonTZ1V9HUaN6BbaGh7Lth0PpL6BpjJ/8KevWjGXSuK5MMl9oR4Z8xKL5/dn03QS69ejguS3jP2Tt+nks/mgC48fNt5wnd2l22WLVNzOnvcqWjZMJHvgM0+d8ZUnH0o/C+SFyCp+tGMrU9760zTcAq9fvo8Y9Zdn61RC27TrGuQsxODLqrdZMGfWMU9rIyatYNP1lNn0+kJ4vPmFZD8CMDzdS/8Eqlv27fPFAItdPYnxIF2Z98LUl3wAsCVtFrVr3pH+2omPxsgmsC19Ax06tMvy7+TA1K9/JliU9+X7vac5dct4CfPnEZ4gI68E7/YKYvdI4OX3Cgs18N7crE/s3Y3KYEbDdv3cfCQkJrNrwNSkpKfy0Z2+6jhdf7sycRfOc9M5b+iFffPcVfQf0o1mr5rbmyWpZuablVnl369GBxcvGOz0rL/VZVv17q3xj1R6AjWvHE7FuIgGB9Wxpl2Ctr3FN89SWie8sYNSYPny7YT7Bw3qmy8bGJtGn32oO/Hw+k89e612P4SM3EDxiPa/1rpdlGnjevqdPfpdPv/mC9xfN490JoRm+sVhOM95fTf1Hq1vWc/16KnMXrGVr+GTGh3Qh9L0vPPbxoCHd2LRlEfMXhjBx/ALLvnGXZtU3ruO3bXXYgi2jhnZkyoTuTnK5ZY8d5Z3VO2hu9Vm3sg7nlm9mz1zJuvD5rAtfwOwZK26qw50vs6pHGs2/ER181WhuIebSfCUitUUkQkQSReSsiIwTkXymTIAp87SIfCgiF4HzDjrqishqEbkiIldFZJuINHJ5zqMiskFE/jJlfhORD1xkqojIChG5KCJJIvKTiDyVhb3VROQbEYkXkVMiMtrB3m7AYvOWo6a8EpHKOfTJSRFZLiI9RORXIBlobV4rIiKhInJCRJLN3yPSnm3KFBOR2SJy2szHBRHZKCI1HWQybTsgIi+IyK/mPQdd8+4gV0pE5onIH6bsryLSy0Wmm/mMBqZPY0XkTxGZJSKFXGSLishkETlu6jsnIl+ISBlPyiY7DuzeRYPGTQCo7x/Ivt0706+Vv6syAD63+ZA/f36n+zZ9s4Ymrdumf94ZdYCgpvUBaBJUn5079qdfi74SR4WKZSlfvjQx0Ubwx8fHB4D4+ERq18n4p2vHrsM0a/IAAAGNa7Nz95H0a4mJSRQuVABf3yLUr1eDQ7+cJiXlOqdOX6TPG+/Tst0Yjh455bEtAEWLFqZcuVL8djwj7u6pHndpdtlixTcAVSqXNf19G/nz57Oko/JdZUhKSiE6JoESJXxt8w3Ajj0naOZ/r2FPwxrs3HvSKc/lyhR3+pySksqpM5fpM2Q5LTvN5Mjx85b0AFz6K57Y+GtUrljSsn99fIzt7+Pjr1KnVmVLvklOTmFn1AEaNKybLudxvRHhle6jeabDW5w+dTZdNmr/GZo2uBuAwEcrs/PnP5x84ONjtOv4xGRqVy9D4tVkChX0wbdoQerXrsCh4xcB+HHXHvybNAagUaA/u6N2pesoVaY0Is6z7tL4dvVaWrVrbWuewPOycpeWW+VdpkzJTP7KS32WFf/eSt9YtSdfPqFZ61F06jqVy5djbGmXYK2vcU3z1JZDB48zdfJiWjbtRdT2DNnk5FTi4pIyPQ/Az7cg5y/Ec/FiAr7FCmSZBtbad5GiRSlTriynfsvIv5VyunQpltjYRCrfVdqynr/+iqVC+ZLkz5+funWqsCPqV499XLlKeSBjrLTqm6z8Zcf4bVsdtmBLuXKZF6vllj12lHdW76C51WfdyjqcW76pWrUCCQnXiI+/iq9f0ZvqcOfLrMYojebfiA6+ajR/D6uAjUAHYCUwChjtIjMbEKAL0A1ARB4CfsBY3v8q8AzG4VIbReRhU6YYsA5INe9rBYzD4UA9EakIRAF1gQFAO+BH4AsRaefG3v8Cm0x7VwFjgZfNa98AaV9rPoexxP8x4Cw5JxB429TbEtgvIreZ+XgFmGnmYyGGrxzXtUwHnjfvbQb0Bn4Cbs/qYSLSFMPvR4GnTX0zgRoucn7A98CTQAhGUHgNMFdE3nCj+iPguKlzLvA6MMxBXwFgA/AGsARoA/QDLgN3mDKelk0m4mKjKeprBNSK+fkRFxOTSWbWhBA6vdLHKe2HiI00bNIs/XNMTDy+fsUA8CtejOiYjJekGzdupP+tlEr/u+OzA2n75Os0CcqYgRMdnYCfXxEAivsVJTomweFafPo1gNTUG1y6FMv+n08yb/brTJvckxHDZlqy5fz5vzj86wmnJbye6nGXZpctVnyT8XcqE0I/pXfPlpZ0BDSuzb0P9KVF29G82beNbb4BiI5NxK9YYcMe38JExyaSHZcux7P/lzPMm9KZaSHPETz+C0t6AGYs3Ei/7oEO+ffcN8nJKTQKCubNgQtoUM/oEjz1zUdL1/DCS0862eapjslTBxCxdTEDB73M0CHTM+yOu4ZfMWMxhF+xQkTHXXN6TnLKdfy7hdE/dC0Nald0kgdINZ8VGxODr9lP+Pr5ERsTy81ISUnhl4OHqPNgXVvzBJ6Xlfu03Clvd+SlPsvIf97xjVV7PlsxlIh1E2nbuh6hE8NsaZdgra9xxVNbdmzfz6Dg7ixdMYnhQ2fk6Bn58mUEMdICGu7SwFr7vnj+AkcPH3XadsBKOc34f/bOO7yK4mvA74BASEhCkRLpKE0QRKoIgdCRbheVH02aKGLoXekgUpWiQEAFuwiiUkIConSVIgiiotICSHqAFM73x26Sm5ubwN27mHwy7/PkSe7Z2bNnzpTdnDt7ZtF6Bg/omEG3u3ruvNOPP05dID7+KmHbDxEZFW+5700Yt4hBLzzlkW9cYcf927Y+bNEWZ3LKHrva29UzaE7NWbeyD+eUbzp1DeLB+t1pVO9pBr7w5A11uMIdn2s0/3V08FWj+Xd4W0SmishmEQnGCCoGK6UcA4Z7RaSviHwjIutM2WzgL6CFiHwiIl8B3YDfMYKSANUwAnkjRGSDiISLSIiIOK7WnIQR2G0mIu+JyCYR6Q2EYgRqnZkjInNEZKuIDAGOAE8DiMhFjIAjwE/mK/67RcT10g3XFAFaichaEQkVkd9M/U2AbiIyz5RPBSYDLyqlUpdUPAi8LyLLRWSHiHwuIsNEZHc213sV+AXoIiIbRSQEI4BbyqncEKA80FJE3jbrPxxYAUw0A8SOrBGRCWa5ycDXqX4yeda092kRmSwiW8x2fF5EUhNvTsK9tkEp1U8ptV8ptT/qn0sU8vUnPtZ4+ImPjcHXP+MKnfeXvkmlKtWo06hxmuzP309SolQABb3THx79/AoRGxMHQExMPIX9fR2vmfZ3njzpt44PP5nD9u9WMXHcm8ye+xlBbcewbsNuYsx/ZmNiEyjs75NW3t/fJ+0YQN68efD39+HeamUpXtyfGveW4/I/0W7bMnX6EP73zGjmzArhQYcVGe7qcSWzwxarvkkleNQKihXzpe/AhW7riIlJ4P214Zw4vITd219n9PjVtvhm7pzVBD06h3Vf/0RM3BVDT9wVCjv8Q+IKf9+C3FslgOLFfKlR9S4OHj1tSU9UdAKnz0ZSo+pdHPnlDM/2mmPJv/nz5+Pb0Jl89N5IJk5+323fJCcns3XLLtq2eyiDfe76t2hRY9w2blKHiPOXmDtnNS36rGRd2DFi4ozpNTb+GoV9MyyuJ3++O9gR0ocPZz/BxMXb8Pf1SisPkNfU7+vnR6w5T8TFxuLn75et34x9oQAAIABJREFUfwG+3/EdjZum18vTOgFGv7E4T6TKZs/9jMM/n8qR9s6K3DJnWfXvrfKNJ/akrtLv1rkRR38+6fG4tDpnucJdv1SuXI5q1StSsmSxbPuRI46BiuvXJUsZuD++x02ZyMCe/XhzznzqN2rAW3MXWWqnqKg4Tp+5SI17ywHwzsrNlvTkzZuX8aOfpEO3V9n4zX6q3HOXpb63aP4aqlWvSOMmdSz7xhmrvkkleNQKnusexN2VAmzpw21b9rNsizO2jKkcbG/HZ1ArdXJFTtfJVR/OKd9Mn/I2Pxz6mB8Pf8L0KW/fUIcrbvYeqtHcDugRoNH8O3zk9PkDoBBQ00H2uWMBpVRBoBnwMXBdKXWHGfxTGKtoA82ivwJRwFKl1LPmSkpn2gFfAdGpehxWmtY2V3w6stHp8xGg3E3U82bZLSLnXdj4J/C9k42bgXxAI7PcPqCnUmqMUqqeUiov2WAerw98IiJpX7+awdpTLmzYA/zhwk/FgHudyjv76TAZ/dQGOC8i67Mx0d22QUSWiUg9EalXuNid1KrfgL07wgHYsyOcWnXrp5XdFRbKwX17eP6VjBtxhW3cQNDDnTLIGja6j7Btxut4YaF7qN/wvrRjRYr6cfp0BGfPXkx79ejatUQAChXyxsenIMOHPkLYpmksWTCI0PCDAIRvP0z9upXT9Pj4eHHlaiJxcVfYu+8E1auVxdu7AIUKeZGQcI0zZ/7B18/HbVsaPliLb7YuY8ToPlStVtFynVzqtsEWq74BWB6yGaUUH6weYUlHnjwKb+8C5M+fD39/b+ITrtrim6HBPQj7NJgls54hdKfxXUL4d8epf38FssPbOz+FvL1ISEjkzLlI7q0SYEnP8d8iOPF7BO27z+fchRh8fb3d9o2IkJSUDICfnzcFCxZw2zcREZf5+6/zdO4wmA/WfMWEsYuIjIxx278x5j8zJ46fwr+wL0ODe7BteS8Wj+vEtr2/G3r2/UH9GqXT9Bj2pxj2+xSgYIF8+BTMz9VrScQlXGPv4dNUr1QcgLoN6rEz3Mj/+m3YDuo2qJetfwG+2fAV7Tunr3LytE6A0W8s9GNHWbMmNXn6iWY50t5ZkVvmLKv+vVW+sWoPkBbc+G7XMSpWKuPxuOzZu6ulucYV7vrlnirlOHfuIvHxV0hOTrmpa0THXKNECR/uvNOb+PjELGXg/viu17A+n3y9jpdGDKVy1coMGjrYUjsdP3GGE7+epX3niWwJ/YkDP/5mub07d2xI+ObpdO3UiCYP3eu2j7du2cXu3QcZNaZvhrpamfscseobSL9/93jGTA1lQx/eFLrMki2usGVM5VB7Oz+DWqmTKzyZs25VH84p3xQokA9vby98fAqSmJh8Qx2uuNl7qEZzO+C8ikuj0dwanHdSSP1c2uFv59f2iwJ5MVa4jscFSqk8IhKtlAoyy7wF+CqlfgYmisinZtESQA/zxxXFAMf3sC47Hb8GeGEfrlIUlMBYdZqUxTmp2/q+CJwHegNTgctKqdXAWBFx9e7gnRjB28y7WWSWlQDuuQkbUnHlJ8fN0ooBZ8ged9smE9Vr3U9+Ly96d2pDlZq1KFW6LO/MnU3focOZOWYYPr5+PN/tYSrcXZlxcxYAsGPLN8xb/UEGPXUeqI6XV35aNe9DrdpVKVuuFDOnL2fk6D6MmzCAHt2NjApzF4wE4Lnuo4iOiiMlJYXXpgxO09OpQwM+6zefpi1H0r5tXQICivLTwd858ONJ+vRsw5gRj9Om4wS8vPIT8vbLAIwd+STtOk8kOTmF2fPHuW3LzOnLCQvdQ9FihVn41hjLdXIls8sWq7554eUlNKhXhaC2YwhsUpNxo55wS0ehQgVp3fJ+GjcfTkrKdcaPfso23wB0al2bzzaG0LTLLNq3rElASX9+OvI3Bw79SZ/uTZg6/yvWfr4XETgbEcWEVzoy9uWHadd9PskpKSyY8pRlPd9vGAVAr5dDGDv+f5QvV8It31y7lkT7LpNQSqEULJo7wG3flC5dgp273wVgymtLafzQ/RQp4keRIn5u+bdXj3FERcaglGL+otHp/g2sSq+tRwnsuZz2TSoTUNyXn345x4FjZ3nm4Vo8POg9lDJWlywcbeRmHd03kLYDVuOV/w5WTjbSR9eqU5sCBQrQtXVHatSqSekypZk/6w2GjHiFNaveY9WylURFRhEVFcX0ubMQEfbv2cfUN2ZYHk9Z1cnqWHCWBZQq8q+3N0DIinUsW/IxkZExREXGMG/hqFw1Z1nx7630jdX2btl+HAUL5sfLKx+LV8ygdOkSHo9LLlqba5xlI6ZPcrudej47litXrjJmfPqLSXfkzcPCeR2oUrkYb87vxLLl+6lTO4DlIQdY+vY+ZkwxNrubMXsHgEuZlfE9f9YbfBu2gyJFizBzwRzL/aZc2eJ8H25khurVbx5jRz5hub1ffGUpR4/9RfmyJXhz/gCUXyW3fBz88mx8fX1o16o/lauUZ9HisZZ840pmtU7O9+/Rrw33vA9btGXqzI9Y+9F2ow+fu8yIicG23OtIis2R9s7qGTQn56xb1Yftej53V8/z/R+jRWBvAHr37XZDHa58mdU9SqO5HVE694ZGc+swN32aCNwtIr87yFtirF5tivElSBjQWkS2OpTxwQi6vQmsdqVfRPY7Xe8OoB5G3tGOQG0ROaKUOg98C8zMrAWAwyJyzcHefCKS7KA3BGguIhXMzz0xNt2qLCInb8IVjjaeAnaKyLNO8g+ABhjpAFxxSkQuOZ1THngMmAG8ISIjTbkAr4rIJHPl6xVghohMcDr/D+BPEWluft6NkTt3SBY2HBeR2Kzqn+o/EVHm57UYfgvIxh831TZZnX/v/Q/Imi07sjp801QtcuLGhW6AV9KN4sw3x9V8pW9c6P8ZdvnGLuzysdfF/Tcu9G9ROMth5ha5qf8V+PlLW/REVB5ki57C+f+yRU9uGg+5qb3tIrfNxXbYk9vmrKvF3Vs9mRUPPZRdxqSbY2NYVo9N7lFK7bJFj13Y0eZRifa8tGWXb/6TYyqXzTd28F+sU27DO1/dAyJiz0Sq+VepV6O07FvTP6fNyJY890/Mlf1Lr3zVaP4dnsAIEKbyFBCH8Zp6HVcniEi8UupbjI2YfnB8ZT4rzIDpbqXUeIyNm6pjpAz4BiP36M8icsWTipikBgMLZlvKPb7B2FAsziEfaraIyJ/AHKXUM2RM4eBYJkUptQ94TCk1KdWPSqmGQAWMVAeONrwI/CUiFyzXJJ3NwFNKqU4isiGLMna3jUaj0Wg0Go1Go9FoNJpcgg6+ajT/Ds8rpfJg5CttC/QFJpkpA7I77xVgB7BJKbUc43X9O4EHgLwiMkop1RHoB6wD/gB8gJeAWCD1q/oJwF5gh1JqEUau0yIYActK5gZP7nDU/P2CUmoVxmv6h0QkMZtzbsT7QC8gVCk1BzgI5AfuxggkdxWRBKXULmA9RuA6DiMvbm1gVTa6J2IEQtcppZYCxTE24XLOOzsXeBL4Vik1FziO4c9qQFMR6eJmnd4DngfWKqWmY+ST9cXoA/PMILPdbaPRaDQajUaj0Wg0Go0ml6CDrxrNv0MXYCFGXtZoYAow+UYnicgPSqn6GMHDBYA/cBH4AVhiFvsV47X68UAARtB1H0Yag9Omnr+UUvWAScA0jODjPxirYrMLWmZl10HzFft+GMHFPEBFMm9g5Y7OJKVUW2CUqbciEA/8hrGxVWpgdwfGSuJRGHPY78BQEVmQje6t5urYScBnwEngZZzSC5jB8MYYAdGRGDl5ozCCsJ/iJmad2mC0Xz/z9z/Ad5j5Yu1uG41Go9FoNBqNRqPRaDS5Bx181Wj+HX4RkSBXB0QkHMhy+auIHMNIU5DV8eMYqzWzxQzE9r1BmUkYQUBneU8XslcxVo+6RWre2CyOXTWvn8kGhzIjMQKj2V0jkz9FZC2w1kn8uYtykcBQ8ycr/SFAiAv5JJxsF5E4YLj5k5W+G7aNRqPRaDQajUaj0Wg0mv9/6OCrRqPRaDgeWcVjHbUL5Z5NdOC/ualPbqoTYM8mV1HnPNdhI3Zt0GLH5lTJ3x+xwRIoVcWmzWLIPZuH5LYNmP6LG77Zt1lRLpu3bMAu32wM81xPh6CPbLAE9k88bIseStszFqiRe8aCXfwnx5Rd9/Di/9HnJBvITRuA2dWHNZrbER181Wg0tmDmtM2TTRERkZR/yx6NRqPRaDQajUaj0Wg0mpwmu0CJRqPxEBGZJCJKRJJz2pZ/gRUYG29l9ROac6ZpNBqNRqPRaDQajUaj0fz76JWvGo3GLiYBi7I5Hvsv2aHRaDQajUaj0Wg0Go1GkyvQwVeN5j+AUmoSsENEtuWUDSJyCjiVU9fP7Sil7ge6AgtE5HJO26PRaDQajUaj0Wg0Go3m1qPTDmg0/w0mAi1y2ghNttyP0U5Fc9oQjUaj0Wg0Go1Go9FoNP8OOviq0dwkSqkCOW2DM7nRppwmt/lEKZVXKXXL3zJ4ffwoendqw6yxIzLIpwS/RM8OrejVsTUnfjZ2Tl+3ZjUd6tVk7MC+lnUsmTWNJ5o/SN+u7Xl38cIM5ZOTU+jR5w2athzJjNc/yWTrtvCDNG4+nBbtxnL69CUABg1ZTIlyz/LOys1p5UYEz6FV8z4MGzo7w/k/HzlJy2a9aRHYm8OHfgWgX++JBDbuQduW/fhw7dce2RLUdgxBbcfwQKMhdHtiqmU9GWURbtdp5vTlVCrXlkkT3vLYv3/+dYFOj7xGi3ZjWR5izcfDhs6mTYvnCWzcg13f/WSfPWt2put5cQVNu8xixsJvMukZNHoNJWoG8877O7OU2embiSPG0bV1R8YPG5NBx/xZb1Dn7prMfHVatjJ3/ZtlH065Tq+QPQTN2cbsTb9kqhPAuegr+A/5lJMX4gBYuO1XmswKJXB2KLt//8eyb1yNBXfqBHDlylUqlGnDttA9Gcp72lYhK9bZ52MLfa9zj0UEdp1Nqyfe4PTZSMt18nTu6/HMaNq27EfzJj1pWPdpj/zrqr3BvbHwy8/H6NKqA51bPszRwz97ZA/AuXOX8S76GL+d/Ntt33z2yRaaPtiDwMY92LA+PKMtNrS3O36JvBxJ/+f68Hj7bsyf9UaG8u7o2R4aTsfm7XisfVd+PZ4+zu6805v3Vz3Orh39yJtXZdBzd6WiLF/WjRXLulH5nmJZysCYb3q8Hkrg8HXM/OjHTL55cvpmgkZ+QeDwdRw/HQXAtoNneCj4c1qOWs/pS3HpPh77KYE9lzNzxbeZ9HR+6X2a9VpO634hnI6IBuDpkR/Tos9KHurxNg88sRiw5x7lro/HDxvDI20706FZW/buSp+3rPThzo9OJrDVKFo9PC5NZke/sXN856YxlVPPJJA+15z87axlPa7a2506DR44lRaBvWnZLON91K57i10+dqcPA1y5coXaFe9lx7btmWzXaG4ndPBVc9uhlJqklBKl1H1KqTClVIJS6pxS6jWlVB6zTHOzzCNKqbeVUheBCAcd7ZRSu5RSV5RS0UqpdUqpqk7XCVdK7VRKdVFKHVFKXVNK/aKUesKFTbWVUuuVUpGmzu+UUk2dyoQopU4rpR5USn2vlLoCzFJKiVlkrGmzmHUMNq9Z3EmPUkr9rpT6wA2fiVJqilLqJaXUH0qpWKXUdqVUDRe6hyqljiulEk2/LlJK+d3stUw9p5RS7ymlnldKnVRKXVVK/aCUCroZn5jH8pk2nzJtOWV+zudwfgWzboOUUm8opS6Y/eFLpVQFF3b1U0odNO25pJRarpQq6lRGlFJTlVKjlFJ/AInAi8BKs8ivDu1UQSl1WCn1uYtrpfbBdjfy17FDP5EQH8eKDZtJSkzk5x8PpB3r9dIrhGzcyqQFi1n6+nQAmrV9mMUffeGRDoBXXp3GO+u+5rmBL2bQtf7LPVStUoZvQ2fy3fdHOX8+MsPxKTM+YtOGV5n+Wg+mmw+R40c9yaypvdLK/PjDMeLiEtgavpzExCT270v/J/61SYtZ9d403l07g9cmLU6Tr1w9lU2hy3jy6fYe2RK2aRphm6bx3DMt6NC+vmU9jrLXZ650u049e3dl5eopOGPFlnGT3mXF0iFs+2YqfXq2seTj6bNeZvO2t3lv7UxmzVxhnz3dmxh6Nh+k6j2l+PaLEXy37yTnL0Rn0DP+5Q7MGv9otjK7fHPox4PEx8ezbsuXJCUl8dOB9CBE9/89y6IVSzLodSWzqw9/eegsVUv6ERbcgu9+u8T56Ks4s3DbrzSokB5AeXf3KXYMa8Ha5xszZ8svln3jPBas1Clk+Tpq1rwnk82etlXP3l3tmycs9L35U55ix7rhjHyhHXPf3mq5Tp7Ofavfn86m0GUMHdaD9h3SHxvsmvvcHQuzJs/grZBlLH13ObMmz/DIHoB5b66nYf0qlnyzcP4aNoUuZVPoMhbOez/dFhva212/vDFtNsPGjeLjrz9nyIhX0uTu6pk743U+2vgpb65YwutTZ6bJY2KuMWDweg4ficCZgf0bMGbcFkaO3czA/g2ylAGs332KamUKs2N2V3YePcf5ywkZdL03vCVhM7swuUcDFq4/DMDUtQf4ZnIHpvVsyAwzYLt++3GqVbiTHSF92PnjX5y/lDHt//yRD7N9ZR9G9GrKvPd2AbB25uNsW96LYT2b0CGwim33KHd9PGH6q3y2aT1L332HhbPnpfvGQh+eP+d5dmydwcjgR5m76Avb+o1d4zs3jamcfCaBjHONVT3O7e1unYaN6Mm2HStY+s4kpk1Z5pEtzvcWsOe5z90+DLAm5D2q1bg3k1yjud3QwVfN7cw6YCtGHs41wHhgglOZhYACngN6ghF4BTYCccCTwECgJrBTKVXa6fx7gAXAHOAR4CTwgWMQUSn1APA9xuvozwOPAv8AW5VSdZ30+QMfAGuB9qbdD5rHQsy/HwTewQj2XQd6OeloA1QEMt8ds+dZoAMwxNRZDvjCaVXnVOANYAvQCSMQ2hPYmBrYdoPmwCvAWOAp4BrwtXOQG9c+AVgFjAJWAx0x/DPSlDszGqhs1usFoC6w2SlQOwN4E6PPdAaGA+1Mm/I66euJ4ath5u81QGoU7XHS2+kcsBjoqJS6y0lHf+APYJMLezNweP8+GjUzsk40DAzi4P69acdKl68AQL478pE3r2FmkWJ3cscdd3ikA2DB5An0f7QTxw8fyqBr977jtG5xPwDNm93H3v0n0o4lJFyjoFd+fH29adigKkeP/QVAQEDGbAx79xymZauGALRo2ZC9u9OvERUZS5mypShdugTRUeY/dErRt9cEHu36Mn/9ec4jW1LZsHEvXTo2tKTHWXbs6O9u16lkyWIolXEFkxVbkpKS+fOviwx48U3adZ7IiV/PWPJxvnzGcIiLS+C+Wun/oHhsz29GsGD3gT9oHVjd0NO4Knt/PJWh3gEl/TP5wllml29+2HeAwBbNAGgaFMj+PfvS9BQvWSJTu7iS2dWH9/xxmZbVSwLQrEpx9v2ZMWX0pbhrxFxNonwx7zRZ+WLeXEu+TnRCIsV8CljyjSOpY8HdOiUmJrF3z2EaNa6NM5621a8n/rRvnrDQ9yqWuxOAfPnykjdPHss+9njuM9mwLpwuXdO/n7Rr7nN3LERHRVG6TGkC7gogJjo9AGPFnkuXYoiJSaBC+RKWfFOpUhni468SF3cFXz+fdFtsaG93/XL86C8snD2Px9p3zVDWXT0A3j4+lAwoxZ+/p9udmJhCbOy1TGUB/HwLEHEhjosX4/EtlD9LGcCe4xG0qlMGgKBapdl74kIGXfnuMJ4B4q4kcV/FYiRcTcKrQF58vfPTsFpJjv5lzE97Dp2mVaO7DT31K7D3yJmM/ixdxNSXJ238pLJu2zG6taxu2z3KXR+n6omPi+fe+9LXGFjpwxUrlDJ13kHevPb1G7vGd24aUzn1TAKZ5xqrepzb2906VahYOsP5ntjifG8Be5773O3DiYmJ/LD3APUfbIBGc7ujg6+a25m3RWSqiGwWkWCMgGWwUqqwQ5m9ItJXRL4RkXWmbArwO9BeRNaLyBqgNVAYCHa6RkngSRFZKSIbgS7ACeA1hzKzgb+AFiLyiYh8BXQzrzHeSV8h4CURWSgi4SKyR0R2m8fOiMhu8+e0uanTh0A/lfFO2B/4RUTC3XMXSUBHs86fYAQf7wYaAJgrQIOBVSIyWEQ2ichcYADQBCMA6g4lgDYi8qHp+zZAAjDOqVwmnyilagJPA1NEZILZxpOAV4GnlVK1nHTEAl1EZKOIrAQewwjG9jDrVsGs72QRCTb1rQSeMOvfyUmfMm3/1Ow7EcBv5rGfHNrpGvAucAXok3aysVr5EWCZiAg3IDYmCh9fX8MZfn7ERkdnKrNg6iSe7jvANh1PPz+ANVu/ZczsucwcMyxDuaioePz8jECQv58PUdHxDsfi0o4BpKRcd2lPdHQcvn6FAPDzL0RUdHqg4fr19HNS3TNj9lDCvl1J8LD/MWrEXI9tuXAhCqWgeHF/S3oyy1LcrlNWuGvLpUsxHDpyiiULX2DOjD6MHBsCuO9jgCcfC6bTwy/QomX6Q7TH9kz51Cgbk4BfoYKGHt+CRMVkXHF1M9jlm5joaHzN8eDr50dMdIzbttjWh68k4utlfFniXzAf0QmJGa6zcNuvDGqWcWVpsyolqPXaN3RYuIMXmt9jyTepOI4Fd+v07qoNPPXMwy7942lbjR093z4fW+x7KSnXmTrvK/o/F2ipTq6wMi6TkpI4cuQkdR6o7nA9e+Y+d8dCVjZasWfeovUMHpD+6OCubzp1DeLB+t1pVO9pBr7wZPr1bGhvd/2yf88+Xhw2hMUhy5g8dlKa3MpcczHiAr8e/zVD2oHsyJMn/REw9XHQlQwgKi4RP28zQOuTn6j4jAHdxKQUAoevY8iSnTSqWoKo+PTyACnXDd9HxV7Fr5DxxY9fIS+iYjOv2E9Juc60d3bQ77F6abKkpBSO/BrBA9Xvsu0eZcXHvZ/6H093fpymQc3SfWNxTKWkpDB15kf079POtn5j1/jOTWMqp55JIPNcY1WP8Xd6e1t97pswbhGDXnjKY1ucscPH7vbhj977gEefeizbMhrN7YIOvmpuZz5y+vwBRiCvpoMsw+vgSikf4AHgQxFJTpWLyB/Ad0AzMvK3Q3AUEUkBPgYaKKXyKKUKmud8DFxXSt1hriRVGCssA530JQFfulHHtzACpC1N+wMwAoXLsjspC7aISJLD58Pm73Lm70ZAfuA9p/M+AJLJ7JsbsVtE/k79ICKxGCuOH3Qq58onqX5ztiX1s7Mtn4hI2lOHiHwHnHa4VmuM+fL91DYy22kPRuDWuZ2+EZEr2VXO4Vqxpl19HVYH98ToAytcnWOmP9ivlNof9c8lCvn6Ex9rPEDFx8bg659xhcH7S9+kUpVq1GnUOEs73NXhX8T4Rr18pfSgz+y5nxHUdgzrNuwmxnzwjolNoLB/+uoIf3+ftGNAhm/2HfHzK0RsjJE7LiYmnsL+vo71T/s7j7lipmhRw97GTeoQcf4Sc+es9siWL77cQ+eODS3XKbMsr9t1csZqnfz9fbi3WlmKF/enxr3l+OdyrCUfA3z4yRy2f7eKiePetM2eg0dPE/ToHNZ9/RMxccawiYm7QmGHfyZuxKbwn231ja+fH7HmeIiLjcXP363MKYA9fbj13HDWHzxD7FXjdhNzNRl/h0BHVEIipyMTuPeu9PEacyWJtXv/5OdJ7fl2REu6L99ty1hwt07Jycls3bKLtu0eyuAXu/rN5X+i7ZknPOh7wa9+zHOPN+Kzr37IsbkPYMf2AwQ2M16UsWvuS8XdseBs41tzF1myJyoqjtNnLlLj3nJpcnd9M33K2/xw6GN+PPwJ06e8bVt7312huNt+qXTP3VSuVoXiJUtkaDt39YybMpGBPfvx5pz51G90cyvJHAMp183gqLMs4twWWoz6gnW7/iDG/IInNiGRwj4Z0+jnz5eXHbO78uHoNkx8bz/+PvnTygOc/SeeFn1Wsi7sGDFxRuA2Nv4ahX29Mtk1bM4mnu1Ym7vLpq/QC99/imb1KgCe36NSsTKfr/hgFV9u38SMSVMt9+FUgket4LnuQdxdKcDjfvPW3EU82q6LbeM7N40pO55J2rbs5/Fc887Kzba1t5U6LZq/hmrVK9K4SR3LdcoKO8aUO304OTmZ8K3baNG2VZZlNJrbCR181dzOOCfGSv3smDrgnFOZIhhBMWc5wHky72SfOfmWIcsPFDfL58VY4Zrk9DMYKOL0uv5FM4B7U4jIXuAAxupTgL4YgVBXr97fiMtOn1OXQ6Q+UafWPYNvzCD1P2T2zY3IynfOqR1c+cSlLRht5Hj8Zq+V+h7SSTK3ky9QzOlcV/0jO97CCGI/bK5S7gd8LiIXXBUWkWUiUk9E6hUudie16jdg745wAPbsCKdW3fppZXeFhXJw3x6ef2WEK1VpuKsjLtb4pjvyn0skJxuBoeFDHyFs0zSWLBhEaPhBAMK3H6Z+3cpp5/n4eHHlaiJxcVfYu+8E1auVdWlPw0b3EbbNeJUpLHQP9Rvel3asSFE/Tp+O4OzZi2mvvcWYD5Mnjp/Cv7AvQ4N7eGTLFxv20K3zg5br5CyrVr2i23VyxmqdvL0LUKiQFwkJ1zhz5h/8fL0t+fjaNeMf7EKFvPHxKWibPfdWCSDs02CWzHqG0J1GftLw745T//4KLv3girbNa9jqm7oN6rEz3Ngk5tuwHdRtUC/zRW+AHX14y9DmvPl0XcJ+Maao7ccvUK98kTQ9JyJi+fVCLB0X7SD0WASD1x4gj1J457+D/Hfkwb9gPkr6FrBlLLhbp4iIy/z913k6dxjMB2u+YsLYRURGxtjWb3z9fOyZJyz2veVrdqKUosfjDzJ8UNscm/sA1q8Lo7OZcsCuuS8Vd8dC4SJFOHvmLOfPnaeQry+Dhg62ZM/xE2c48etZ2neeyJZT/b4oAAAgAElEQVTQn3jphWlu+6ZAgXx4e3vh41OQxMRk29rbil8qVa5ExLnzJMTHk5yc/sjirp56DevzydfreGnEUCpXrZxt2VSiY65RooQPd97pTXx8oktZyYDWbJvRhcWDA9l20EgREHboLPWrpG8bICIkmbb7eeejYIG8+Hjl4+q1FOKuJLH3eARtHijLtuW9WDyuE9v2/m7o2fcH9WtkfHRb/vkBlIIene7PIF+37RhdWxgruD29R6Xiro+vXTMeb318fPD29rbchwGWh2w2+s0zLSzZ4txvBg0dzKfffGHb+M5NY8qOZ5JNocs8nmsO/Pibbe3tbp22btnF7t0HGTXG2BDXap2ywo4x5U4fvnjhImf+PkP3Lk/w2QcfM33iFKIio7Isr9H817nlO3BrNLmYkhiv9jt+BjhD+thwfv830pSVcqGvFJkDlCVdlCuJsQnTRaAgRl7WNzFyk2bCcUWmC3tuhreApWY+2r7Ax2ZKArtJ1VkKSMvgbq4QLUZm39yIrHx3xknmyieOtvzmIC/ldPxG10rd2vMf83cbjD7gzD9On91qJxE5opT6FiMlxFWMXMH9b/b86rXuJ7+XF707taFKzVqUKl2Wd+bOpu/Q4cwcMwwfXz+e7/YwFe6uzLg5C9ix+WtWLniD06f+ILjXM8xZ+b7bOuZNGsfJX45y/fp1Xhr/WgZ7OnVowGf95tO05Ujat61LQEBRfjr4Owd+PEmfnm0YM+Jx2nScgJdXfkLefhmAqTM/Yu1H2xGBvy4kMWZcP7y88tOqeR9q1a5K2XKlmDl9OSNH92HchAH06D4agLkLRgLQq8c4oiJjUEoxf9Foj2yJiUkgKjqOcmWLe6THUbZ05XTKlgtwq04hK9axbMnHREbGEBUZw7yFoyzbMnbkk7TrPJHk5BQWzOkHQJ0Hqrtlz3PdRxEdFUdKSgqvTRnskW8y2PPqI4ae1rX5bGMITbvMon3LmgSU9OenI39z4NCf9OnehKnzv2Lt53sRgbMRUUx4pWNGWXQKo4c/ZotvatWpTYECBejauiM1atWkdJnSzJ/1BkNGvMKaVe+xatlKoiKjiIqKYvrcWS5l7vo3qz7codZdfL56H0FzttGuRgAB/gU5+HcUP/wVSa+HKrJjeEsA+q7ey6h291LI6w5aVS9J4OxQUq4LYx6+17ax4E6dSpcuwc7d7wIw5bWlNH7ofooUSV8h42m/mT1/nG0+ttL3Xhizlgb3VyDo0TkENqrMq1P7ezz3nT13mRETg92qk4iwZ/fhtM92z33ujoVhY0cwoIcROJj2xkzL9pQrW5zvw43duHv1m8ewsS9x9z1l3fLN8/0fo0VgbwB69+1ma3sPnBLipl9GMqhXf65eucoro9NT9bjr3/mz3uDbsB0UKVqEmQvmpOm5I28eFs7rQJXKxXhzfieWLd9PndoBLA85wNK39zFjirGZ4IzZOwBcygA6NSxPr7m/Ezh8He3rlSOgqA8//XaJAycv8kxQZR6esBGFQilYONDY4G30kw/QdtyXeOXLy8pXjC8BOgVWpdfWowT2XE77JpUJKO7LT7+c48Cxs/TpVpfB0zbSoGZpWvRZSWDd8kwa1AIRYfehv1k4+mG35xvI+h7lro8H9HiemOhoUlJSGP1qeqYrK2PqhZeX0KBeFYLajiGwSU0GjltoS7+xa3y76+NbOaZGz3otR55JnOeasSOfsK29R7823K06Bb88G19fH9q16k/lKuVZtHisZVuc7y0Txjxly5hydzx9/e0WAF6fOosGDzakcBHH7H4aze2Fuol0ghrNfwql1CRgIjBaRGY4yN/G2NipDFAHCANai8hWp/P3Yax2rJG64lIpVR74FVho5o9FKRWO8Xr7g6mpB8yNmX7GWK3Z1KGcAoKcAq3OdocArUSkjItj14BFqdd2OlYQI2B5GOP1+IdE5PtsnZRZhwBTRWScg6wCxoZQvUQkxMz5eg5YLSLPO5R7BuO1+s4isuEmr3cKuAu4OzX1gFLKF/gT2Cgiz5myEFz4xMz5ehgYJyJTHeRjMXL21hKRww51OAbUTPW/UuohYCfQV0SWK6XuxsjV209ElrvrK1P+NMbGW7VE5LCL857C8NNuoLiIOG8s5pJ7739A1mzZceOC/wK1C4XZoudqPufFzdbwSnKO0+ccua1OucqeKHcXimdB4QBb1JwX58wm1iic/68bF7oBed+eceNCN0G+ns/Zoic39RvbbLm43xY9dvU/O+pl1zxh11gopXZ5rCO3tfd5/0ds0WMHHYKcs2hZY//ETI8m1ihtz1i4VsPdrQIyE5VY7saFbgI7+jDoMZUdV4u7/4aJK/SzX9bYYY9dY+oun+IHRMSeRtf8q9SrUVr2rbnpNUI5Qp77J1ruX2ZM40OgAnAKeEJEIp3KlMdIT5kHyIcRA7rhZuZ65avmduZ585X+fUBbjFWhk0Qk2tXusg6Mx8g9+qVS6i2MPLGvAtHAHKeyEcCHSqmJGCtdBwJVzN+pvALsADYppZZjBDDvxMgtm1dERt1EXY4CHZRS32CszDwrImcBROSKGaQcChx2N/B6s4jIZaXUHGC0Uioe+AqojhHs3InhM3eIADabwfJrwEjAB5h8E7YcUUqtBSaZK2+/x8jfOh5Y6yL46QusU0otxUgHMR0jmL7a1PebUmomsEgpVRXYjrFCtSxGPth3RORGkcej5u8XlFKrMFIWHBKR1GRpnwLzgIfIvHGbRqPRaDQajUaj0Wg0mlvHKCBURGYopUaZn0c6lTmHscDumlKqEHBEKbU+Nf6SFTrnq+Z2pgtG4Gw98CxGkPBmAnvfAB2Awhibdi3BWDnZxMWAOwm8CAwDPgMqA087BupE5AegPsar6wuAzcB84D6MoOzNMBiIBzZgBJP7OR3/2Py99Cb1WWUsRjC5PcYmWKMwApgdslvVmwXbMYLZ0zC+ffIC2ovIiZs8vycwE+iNEQjuY37+n4uy0zHaKgQjTcMPQFvHDcZEZAyGXwMx2v0LjIk4EiNQmy0ichCYhLHh2U6MdrrL4XiSqfMq1nLyajQajUaj0Wg0Go1Go7FGF9L/F18FdHUuICKJIpK6/00BbjKuqle+am5nfhGRIFcHRCQcIxWAS8wA7Dc3cxERWY8R4M2uzDGMlAfZlemZzbHvgLrZnN4RIzj7bnbXyEZ/Jl+IyCmcfCRGHpO55o/HiMg7wDvZHO+ZzbFEYJz5cyMSReQVjMBxdva8yw186MpXDsdexVglnQlzhW5b4BMRcc4hq9FoNBqNRqPRaDQajebWUVJEUnOincf13jAopcpivNl7DzD8RqteQQdfNZr/NEqpOkBVYAiwTERictgkjRNKKT+gJtAdI42Bc+oKjUaj0Wg0Go1Go9FocpbEJOSsTfs13DruVEo5JqReJiLLUj8opbbiegP1sY4fRETM/VwyYe5LU0spdRdG+sJPRCQiO6N08FWj+W/zOca3NZswNhnLgLkBWHYJbq9bSBeQJWaO3eyW5UvqJma3EQ9gbO52ARgiIj+5c7K3/EPt5DUeG2HHRgdX+e9tLAD/zc0bchN2bbJhF6WSbNpYJdGGjVX+95bnOoDC+Tzf/MtO7Nh0xq52sotcNd/YtIldqcL2+Dg3bSJm18Zopcg9/c+ujbLqvXqfLXp29wy3RY9XlToe6yic3wZDwMjSbwN2bdyVm/gvbpSV28hN9xfbxpRGc2u5lN2GWyLSKqtjSqkIpVSAiJxTSgVg/I+eJSJyVil1BGgKfJJdWZ3zVXPbISKTRESJSPItvk5zEWlyK69xEzZUEJGCItJVRGJdFAnFeKTM6meFzSatuMH1Qh3sftbma2dCRE6ZfSHL1Ab/gg3hpg0lRWRRTtmh0Wg0Go1Go9FoNBrNbcx60veI+R/GniwZUEqVUUoVNP8uAjQBjt9IsV75qtHc3vQHfLM5fsnm600CsgswugoQazQajUaj0Wg0Go1Go9HcSmYAHyml+gB/Ak8AKKXqAQNEpC9QHZhjpiRQwOsicsPXUHTwVaO5jRGRG35DY/P1TgGn/s1rajQajUaj0Wg0Go1Go9Fkh7nxdUsX8v1AX/PvLUAtd3XrtAMajSbXopSapJRqkcM23G/aUdTFMVFKTckJuzQajUaj0Wg0Go1Go9HkfnTwVaPR5GYmAjkafAXuN+3IFHzNLSQnp9DjxRU07TKLGQu/yXR80Og1lKgZzDvv78wgPxcRjXelwZz8Iz2P+IjgObRq3odhQ2dnKPvzkZO0bNabFoG9OXzoVwA++2QLTR/sQWDjHmxYH25JhytZWp36vEHTliOZ8Xrm3OXbwg/SuPlwWrQby+nTRnaM+W+up1HgMBo3H86uPb9Ysufy5WiefXok7Vv3Z+b05R7Z8+SzM2neZjRNW47kxPFTbtsyc/pyKpVry6QJmTddygk9AFeuXKVCmTZsC93jkW+C2o6heZvRBLUdQ3jY3hyrU49nRtO2ZT+aN+lJw7pPe1Snzo9OJrDVKFo9PC5NNnHEOLq27sj4YWMynD9/1hvUubsmM1+dlib75edjdGnVgc4tH+bo4Z8zlHdHT+TlSPo/14fH23dj/qw3LPsmqz7gjo7BA6fSIrA3LZtl1GGXbzwdl8dPnE7X4+Yc+ufpf+jUYxEtHpvD8jU73fZNdn3YSr0Azp27jHfRxzj5xwVLdXqy/zKaP/I6TbvM4vjJ85ZtcSWzo99YnWuC2o7hgUZD6PbEVMt6Bg1ZTIlyz/LOys0e2eNqnvC4vc9Gk5xynR6vhxI4fB0zP/oxk44np28maOQXBA5fx/HTUYbeg2d4KPhzWo5az+lLcQDceac37696nF07+pE3b8b9WO+uVJTly7qxYlk3Kt9TLEsZQHLKdXqF7CFozjZmb/oFV5yLvoL/kE85eSHOpczTe8u28INpZXPqOeCWtPdvZ23RYcU3WY1NO+67Vn3jPKfnZDu5mifseM5yV0+/3hMJbNyDti378eHar231r7u2ZNfeGs3thg6+ajS3OUqpAjltgzO50aacQBnccF/R9ZsPUvWeUnz7xQi+23eS8xeiMxwf/3IHZo1/NNN5897eSsM6FdM+//jDMeLiEtgavpzExCT270sPcrw2aTGr3pvGu2tn8NqkxQAsnL+GTaFL2RS6jIXz3rekw5UMYP2Xe6hapQzfhs7ku++Pcv58ZAbbp8z4iE0bXmX6az2Ybj5Arno3lO/DZ/Hx+6OY/cZnluyZNnkZ4ycO4OstSxk5uo9H9ry3MpjwzdOZMuk53lr0gdu29OzdlZWrMy+szik9ACHL11Gz5j0Z9FjxDcDWr6YQtmkazYMa5FidVr8/nU2hyxg6rAftOzT1qE7z5zzPjq0zGBn8KHMXfcGhHw8SHx/Pui1fkpSUxE8H0gMi3f/3LItWLMmgc9bkGbwVsoyl7y5n1uQZaXJ39bwxbTbDxo3i468/Z8iIVyz7xpXMXR3DRvRk244VLH1nEtOmLLNcp6x84+m4XPDWl4YeC3PouBnrWDH3f2z7JJg+3ZvY1oet1gtg3pvraVi/iuU6vbeoD+GfDWPKqK4sWL7Nsi3OMrv6jRVbwjZNI2zTNJ57pgUd2te3rGf8qCeZNbWXx+3kPE9Y1QNO7b37FNXKFGbH7K7sPHqO85cTMrbt8JaEzezC5B4NWLjeSEs3de0BvpncgWk9GzLDDNjGxFxjwOD1HD4SgTMD+zdgzLgtjBy7mYH9G2QpA/jy0FmqlvQjLLgF3/12ifPRVzPpW7jtVxpUKJalzNN7S4vmtYGcfQ64Ze1tgw4rvnE1Nu2671qtl/OcnpPt5DxP2PWcZUXPytVT2RS6jCefbm+rf+1sb43mdkMHXzWa/wjmq/GilLpPKRWmlEpQSp1TSr2mlMpjlmlulnlEKfW2UuoiEOGgo51SapdS6opSKloptU4pVdXpOuFKqZ1KqS5KqSNKqWtKqV+UUk+4sKm2Umq9UirS1PmdUqqpU5kQpdRppdSDSqnvlVJXgFlmAmuAsabNYtYx2LxmcSc9Sin1u1LqAzd85qeUWqSUOmvqPK6UGqqUUubxnsBKs/ivDnZUcNLzklLqD6VUrFJqu1KqhotrPaKU2m22S5RS6mOlVDmnMqeUUu8ppXorpX4BEoEON6rH7gN/0DqwOgDNG1dl74+nMhwPKOmf6ZxL/8QRE3eVCmXT//HZu+cwLVs1BKBFy4bs3X0o7VhUZCxlypaidOkSREcZ+6JVqlSG+PirxMVdwdfPx5IOVzKA3fuO07rF/Uadmt3H3v0n0o4lJFyjoFd+fH29adigKkeP/QVAhfIluXYtiajoeIoW9bVkz9Gff2P2jJW0a9WPPbvSy1qxJ18+I616XNwVat5X2W1bSpYshtkVM5BTehITk9i75zCNGtfOoMeKb/LkUbTuMJ6ne8zm8uXoHKtTKhvWhdOla5BHdapYoRRgtHvevHn4Yd8BAls0A6BpUCD79+xL01G8ZIlM9kdHRVG6TGkC7gogJjo9UOaunuNHf2Hh7Hk81r5rhrJ2jE13dVSoWDqDT6zWKSvfeDoua9WsYOhxcw5NSkrhz9OXGTDiPdo9PZ8Tv0XY1oet1uvSpRhiYhKoUL6EpToZvslr+Cb+GrXuLWPJFlcyu/qNFb+ksmHjXrp0bGhZT0BA5pdf7JgnrOpxbu89xyNoVcdos6Bapdl7Iv2NFoB8d5hteyWJ+yoWI+FqEl4F8uLrnZ+G1Upy9K/LACQmphAbey1TXQH8fAsQcSGOixfj8S2UP0sZwJ4/LtOyekkAmlUpzr4/L2fQdSnuGjFXkyhfzDtLmef3Fmvzlp3PAbeqve3QYcU3rsamXfddq/VyntNzsp2c5wm7nrPc9rFS9O01gUe7vsxff56z1b92trdGc7uhg68azX+PdcBWoCuwBhgPTHAqsxBjZ77ngJ5gBF6BjUAc8CQwEKgJ7FRKlXY6/x5gATAHeAQ4CXyglEq7qyqlHgC+x3hd/3ngUeAfYKtSqq6TPn/gA2At0N60+0HzWIj594PAOxjB0OtALycdbYCKwBJuAjMgvdHUMwfoBHwDvAFMNYttBFKXJj3uYMc5B1XPYgRIh5i6ygFfKKXSNjRUSg0APgWOAo8B/TF8u10p5etkWhDwCvAq0A44xA2IiknAr1BBAPx9CxIVk3CDM2DeO1sZ3CvjQ1B0dBy+foUA8PMvRFR0+oPT9evX0/4WMeLinboG8WD97jSq9zQDX3jSkg5XMoCoqHj8/Ix/wPz9fIiKjnc4Fpd2DCAlxdDRvNl9VL9/EG07TeClQR0t2bN71yGGjezFqvenM2bUPI/sSUxMomnLkbwUvIwGDe9z25asyCk9767awFPPPJxJjxXffPz+KMI2TaNThwbMnLY8R32TlJTEkSMnqfNAdY/qZPydwtSZH9G/TztioqPx9TWGt6+fHzHRMdnanpV97urZv2cfLw4bwuKQZUweOylNbsfYtNpOE8YtYtALT1muk53zhOO4bNTA+G7R3Tn00uU4Dh07zZJZzzJn0uOMnPKpbX3Yar3mLVrP4AEd08tZuC8kJibTtMssXhr3AY0eqGjJFlcyu/qN1XF54UIUSkHx4v4e6XHGjnnCqp5M7R2XiJ+3GRD1yU9UfMYAamJSCoHD1zFkyU4aVS1BVHx6eYCU6zful3nypH9ZkPrFgSsZQNSVRHy9jMcg/4L5iE5IzKBr4bZfGdTsnmxlnt5bpsz8CMjZ5wDj71vQ3jbosOKbVBzHpl33Xav1cp7Tc7KdnLHrOctdPTNmDyXs25UED/sfo0bMdbDbc//a2d4aze2GDr5qNP893haRqSKyWUSCMQKWwUqpwg5l9opIXxH5RkTWmbIpwO9AexFZLyJrgNZAYSDY6RolgSdFZKWIbAS6ACeA1xzKzAb+AlqIyCci8hXQzbzGeCd9hYCXRGShiISLyB4R2W0eOyMiu82f0yJyGfgQ6KcyLhvqD/wiIuE36aeHgSbACyIyx/TXEGC56a87ReQi8JtZ/icHOxz/q0kCOpo++wQYDtwNNABQShUCZgIrRaS3iHwlIh+a1y8N9CEjRYBWIrJWREJF5DeyQCk1/PhvEaz7+idi4q4AEBN3hcIOD0+uiIpO4PTZSGpUvSuD3M+vELExRu61mJh4Cvunx4UdXZ0nj3HrmD7lbX449DE/Hv6E6VPetqTDWTZ3zmqC2o5h3YbdxJjBgpjYBAr7+6SV8/f3STsGkDdvHmJiEnh/bTgnDi9h9/bXGT1+tSV7KlcuR7XqFSlZsphH9gDkz5+Pb0Nn8tF7I5n86hK3bcmKnNCTnJzM1i27aNvuoTS5J75JXZncrXMjjv58Mkd9s2P7AQKb1fW4TgDBo1bwXPcg7q4UgK+fH7Gxxj8lcbGx+Pn7ZWt7Vva5q6fSPXdTuVoVipcskUGPp2PTig6ARfPXUK16RRo3qWO5Ts6635q7yJZx+UzP1wl6dI7bc6i/b0HurRJA8WK+1Kh6F/9ExtvSh632v6ioOE6fuUiNe8tx5Oc/eXbwcrfrZPjmDr79YgQfLevHM4OWW7LFlczTfuPpuPziyz107tiQ2XM/80hPKp7qSZ0nPvtily3t/dzsUNbt+oMYM8AZm5BIYZ+M2Zvy58vLjtld+XB0Gya+tx9/n/xp5QHy5lHcCMdgynUzWOssizi3hdZzw1l/8AyxV5ONOl1Nxt8h0BuVkMjpyATuvcvfpezns9H0XLnH43vLz0f/BHL2OQDsb+9ne83xSIcjdszpnt53wbN7b+qc3unh+rR6eFyOtZMrPH3OsqIHoGhRY2w1blKHiPOXmDtnNW1b9vP4njlx8vu2tLdGc7uig68azX+Pj5w+f4AR3KzpIPvcsYBSygd4APhQRJJT5SLyB/Ad0MxJ598OwVFEJAX4GGiglMqjlCponvMxcF0pdYe5ElRhrMoNdNKXBHzpRh3fwghwtjTtD8BYubosu5OcCMRYQbvGSf4ekJ/0lbc3YouIJDl8Pmz+Tn3CfRDwA95P9YPpi7+BX8jsi90icj67Cyql+iml9gNPFi3sw5JZzxC609jQIvy749S/v0K2Bh//LYITv0fQvvt8tuw4xsCRRr7Who3uI2yb8fpvWOge6je8L+2cIkX9OH06grNnL6alGChQIB/e3l74+BQkMTHZkg5n2dDgHoRtmsaSBYMINTfLCN9+mPp1K6fp8fHx4srVROLirrB33wmqVytLnjwKb+8C5M+fD39/b+ITrlqy554q5Th37iLx8VdITk6xbI+IkJRk+MTPz5uCBQu4bUtW5ISeiIjL/P3XeTp3GMwHa75iwthF9Ozd1ZJvgLQH/O92HaNipTI56pv168LobL4KZ7W9AZaHbEYpRY9njD0C6zaox87wbwH4NmwHdRvUy9b2wkWKcPbMWc6fO08h3/R/ZtzVU6lyJSLOnSchPp7k5BTLvnElc1fH1i272L37IKPG9M1go6e+GTR0sC3j8r6aFQj7NNjtOdTbOz+FvL1ISEjkzLlI/Hy9bOnDVvvf8RNnOPHrWdp3nsi585H4+ni5XSfDN0Z/8SvkxX3VS1uyxZXM037jybgE+GLDHrp1fpDhQx/xSE8qnuhxnCes6snU3gXzsXhwINsOnjF8fOgs9aukZ2YSEZLMucDPOx8FC+TFxysfV6+lEHclib3HI6hetkgWPSOd6JhrlCjhw513ehMfn+hSVjKgNVuGNufNp+sS9ouR1Wr78QvUK5+u/0RELL9eiKXjoh2EHotg8NoDGWTno69SyOsOj+8tlSoar5Ln1HPALWtvX2+PdGwJ/YmBLy225BtXc7qn912wPsYd5/QXBnSkVYv7c6ydXOHpc1ZkZIwlH8eYwdETx0/hX9iXocE92BS6LMeeZZ3bW6O5XbnjxkU0Gs3/M5x3SUj9XNrh73NOZYpgBEad5QDngfI3uEaqLD9QHGNuyYuxwtV5lStgvPYvIqnvp1w0A7g3hYjsVUodAAZgBHP7AsnAqpvVgZEO4bKIJDrJzzscvxkuO31OXRXrZf5OTa61NYvzI50+u2qDDIjIMsxAc73a5aVT69p8tjGEpl1m0b5lTQJK+vPTkb85cOhP+nRvwtT5X7H2872IwNmIKCa80pHvN4wCoNfLIYwdYrziVOeB6nh55adV8z7Uql2VsuVKMXP6ckaO7sO4CQPo0X00AHMXjATg+f6P0SKwNwC9+3azpMOVDKBThwZ81m8+TVuOpH3bugQEFOWng79z4MeT9OnZhjEjHqdNxwl4eeUn5O2XKVSoIK1b3k/j5sNJSbnO+NFPWban57NjuXLlKmPG97Nsz7VrSbTvMgmlFErBnIUTqVa9olu2hKxYx7IlHxMZGUNUZAzzFo6yVCc79JQuXYKdu98FYMprS2n80P0UKeIHSbFu+wagZftxFCyYHy+vfCxeMYPSpUvkiG9EhD27D2foe1baG+CFl5fQoF4VgtqOIbBJTQaOW0iBAgXo2rojNWrVpHSZ0syf9QZDRrzCmlXvsWrZSqIio4iKimL63FkMGzuCAT2Mf2invTEzzZZadWq7qWckg3r15+qVq7wyeliaHjvGprs6gl+eja+vD+1a9adylfIsWjzWYp1c+8bTcblo7gBDj4U5dOzLD9Ou+3ySU1JYMOUpato0Lq3Uq1zZ4nwfbuw63avfPMYODKJ8mWJu1WnEoLa0f2YBShmrlxZNe9ryWHCWlahkT7+xYktMTAJR0XGUK1vcsn8Bps78iLUfbTf8de4yE8Y8Zcs88er47h6395hmJSlfohC95v5O4PB1tK9XjoCiPvz02yUOnLzIM0GVeXjCRhRGv1840Ei9P/rJB2g77ku88uVl5StBPLIY7sibh4XzOlClcjHenN+JZcv3U6d2AMtDDrD07X3MmNIGgBmzdwC4lAF0qHUXn6/eR9CcbbSrEUCAf0EO/h3FD39F0uuhiuwY3hKAvqv3MqrdvdxTolBmmYf3lpVLX7Y89/oerywAACAASURBVNnxHHCr2nvsyCcoX66ExzrsmtPtuu9a8bGrOf2euwNypJ1czRMjJgZ7/pxloZ169RhHVGQMSinmLxptq38r3mdfe2s0txvqZnJPaTSa3I9SahIwEbhbRH53kLfECPw1xQiKhgGtRWSrQxkfIBaYKiLjnfSGA74iUtfhcyURcd4sajIwAiho/sQAbwKrXdkrIvvN80IwXrMv46JOYto0zsWx3sBSoAJGbtntItLD1bVcoZSahZFOoaBjAFYp1RzDR51FZIPDpluVReTkjewzN+P6A+glIv/H3nmHV1F8Dfg9iXQSkCo/ugqIIogoIAqEhN6xIYpIURBEEQOETsRQAtJRmoEgzS6iICAhoUlXehNFEelCKiWF+f7YTbi5uSl3s5p8OO/z3Ce5s2fPnDk7Mzt77uxMqLmW7vcYa+seJi0xSqnj5rm/A1uVUl2zWo7HalVUu9eOyKp4utwomfHMs3+T/Al/2aLnRh7npYqtYYc9dtmS27gTfWNX/Tuvsjp5/p+naN7TmQv9i0TGV8hcKBPuke02WAJEZvp7V5awqw+1pf7ZVCaKlrFFjR1t3K52eSeiwtfYouexdx/OXCgL7OgeYYuePN1fzraO3DQOyG3cqffe3MSd6GO7ylQwT529Sqnc8/ChyTKPVSmlds18JqfNyBDP1nNzZf3Syw5oNHcezzt9fwFjE62DLmQBUErFAXuB50TEMzldRCoCDYAIp1PKi0h9BzlPjA2pdimlbpn6tgC1gJ+UUnucP1ksSzxGINcVKzACxssxXvHP0kZbDmzC6AOfc0p/ycw3+ck+eSZrenZkxo8Ydt7vyg/JgVeNRqPRaDQajUaj0Wg0dx562QGN5s7jNRHxAHYDLTBeyQ9USkWl3p8qDaOA1cB3IvIhxjqx7wJRwBQn2QvApyIyBrgE9AWqmn+TeQfYDKwTkRCM1+lLYKwt66mUGkrmHAHaiMhajNfzzyqlzgIopa6bs2YHAgeVUj9mQZ8j3wNbgbkiUhJjVmprDH9NUEpddrAB4A0RWYyxPu0BF8sVuEQpFS0ig4EPzHy+x/BpWYx1cSPMzc00Go1Go9FoNBqNRqPR3GHoma8azZ1HB6AZsAroCgQB72V2klJqLdAGKIqxaddc4CjwVHLA04GTwJvAIOAroArQRSkV7qDvJ+Bx4G9gJrAemAE8jBGUzQr9gTjgW4xgcm+n45+bf+dlUV8K5nqzbTDWiQ3ACDy3wQgaj3CQ2w8EYmzotdW0439u5jUPaA9UA5YAa0yddwH73LVdo9FoNBqNRqPRaDQazf8P9MxXjebO45hSyuWWkkqpCIyNtVxiBmDXZiUTpdQqjABvRjJHMZY9yEimewbHtgF1Mji9LUZwdklGeWSgPxojwNs/E7l3MWYBO6en8aVS6ndc+FgptQYj6JpRPpUyNFij0Wg0Go1Go9FoNBrN/yt08FWj0fy/Q0RqY8wiHQDMN4OoGo1Go9FoNBqNRqPRaDS5Ch181Wg0/x/5GigNrAPGOB80NwDLaIHbW+ayA//vuXVXIVt22c53+Lts67j5UNts68iN5KadunPbzs122GPHzvcA98j2zIX+Re6J+irbOs4XedoGS+zDrnpzj+SeHZeP3+XyRRG3qcYJW/TY0qaKPGGDJXAP9rSp3LTD9h3Z35QtY4uaHd0jbNFTP9THFj3bXrPh3nspq/u7Zowd4yywzx6KZv+a29Wfn1f29DdF89qiJlf1N3b5ODdhWx3WaP6D6DVfNZo7BKVUoFJKlFKJ/3A+Pkqpp/7JPLJgQyWlVAGlVEelVIwLkTCMjbHS+yz814zVaDQajUaj0Wg0Go1G859Fz3zVaDR3In0ArwyOX/63DNFoNBqNRqPRaDQajUbz30UHXzUazR2HUup4Ttug0Wg0Go1Go9FoNBqNRqOXHdBo7jBEJFBEfHPajuxilkPlUN5vi4jlxRZFpLuI9LTTJo1Go9FoNBqNRqPRaDT//9DBV43mzmMM8P8++JrDvA1kZ6eb7sC/Gnwd4j+Fpj69GDRwcqr0w4dO4te4J76NenLwwC8ABE8I4d4KLQgc/WEq2cTEJLqN+JJG3UMIXrglTR7t31pG4x4hNOsdypkLUQD0GPU1T3Sdj2+vRXy64nu3bRk0cDLNfV+jUYNubN+2L7UtvabS0C+Aie9/kcaWjRH7aeAzGN+WIzhz5vYqEufOXaFgsWc5+etZS77p33ccvo164tf4dppdZbJariYthuPTfBhNWgwnInyX2/YAXL9+g0rlmrMxbGe2bWnSYjiP1h9Ap+fH2eZfgDFDRtKxWVtGDRqeKn3GpKnUvq8Gwe+OT0kb8qY/7f1a06FpG44cPJytMkHaemOXbxITk+j25kIadpjExFlr0+jpN2w5pWr489GyrRmm2eEbyLm22blrMD7Nh9HQL4DjJ85Y1jPjg1XUbzSIBj6D2bn9gG1lAnh/1FB6tmvOpBFDUqUH+b9F9zZN6dG2GScOH0pJV0rRuUkDvloaasm/6fXD7upJr82De/Xm6pWr9Hm5F8+16sSMSVNT0m1tC27qSZ12wW3f2NXfjBo0nKdbtKdN4xbs2p71PrTfgDmUqtCVjxatz7CcVnyzZHk4DXwG06r9GM5fjrF0/+4S8Dm+vRbxZLcFPPr8HMOWpFv0CN1JkykbmbzuWBo9AOeirlNkwJecvBibblqJEgVZtvg5tm/ujadn6v1P77u3GCHzO7Fwfieq3F883TSw8V7nZj/cuc98fJ5+n4YdJnH85Hm3bcl0HOCmPRu3HqNBu4n4PjuFM2evZnsssTFi/21bbNCTE/cosG9s46qtumvPlStRdO0SQKtmfQieEJIte5z70Jy876Zbb9ysw3+c+Zt23Wbj++wUQpZvTXOORvNfQAdfNRoLiEi+nLbBmZyySUQ8RUQvYZKD/PzTUWJjr7EhIoT4+AT27L49mB0bOIfFS8ezZMVExgYaD1fde3Zk0cdBafSs2nScByqVYHNoL7b+fJrzl1PvZTYjoDWbFvViSI+GTF96e6fnJeOfYWNIDzp3aeW2LRMmvc36jQtYuiKYScG390Fb9d1OqlUtx5awYLb9eITz56+msiVo4mes+/ZdJoztxgSHAeT0D1ZR7/Gqln0zaEh3Nm5eyLyPAhkfNN+SjvTKlJ1ybVgTRPi68fg0qeu2PQChISupUeP+bNsSvm484evG8/JLvrRp9bgt/gU48PN+4uLiWPnDdyQkJLBv788px158pSuzF85NZVt//7dYFbaGaXNnMnXC7Yciu+qNHb4BWLV+P9Xuv4ct3wxh2+6TnL8YlUrPqLfbMGnUMxmm2eWbnGybSxf5E7F+AkGBLzPzw+8s61m8JIwfIybx+bKhTJ2y2LYyHT2wj2txsSz8dj0J8fEc/nlvyrEeb71D6OoNBM6cw7z3J6Skb1q3hruLl7Ds3/T6YXf1pNfm3a03U8dPZtDIoXz+/dcMGPJOSrptbcGCHse094MX5Vh/M3rCu3y1bhXzlnzErMnTs+ybUUM7M2lcj0zL6a5vEhOTmDN/DVvCJhIU+DKTFm21dP9eEfwcG0N6MKj7U7RpZPR/3x04S7XS3oT7+7Lt18ucj7qBM7M2/kLdSsUzTIuOvsnr/Vdx8NCFNOf37VOX4SN/IGDEevr2qZtumm33Ogv98NLZvYj4ahBBQzsyM2SjveMAC/YETV/NuhVvM2H400yY9X22xxK+PrUMW2zQk1P3KLBvbOOqrbprz/j35jNqzOt8/8M8Aob1ypY9zn1oTt53wUW9sVCHR05cycJpr7DxC396vZij+zZrNDmGDr5q/rMkv9YuIg+LSLiIXBORcyIyVkQ8HOR8TLmnRWSBiFwCLjgcbyki20XkuohEichKEanmlFeEiGwVkQ4ickhEborIMRF53oVdtURklYhcNXVuE5GGTjKhInJGRJ4QkR9F5DowyeE1/RGmzcosp7+ZZ0knPSIiv4nIJ274TYnIOBEZKiKngHjgYfNYSRGZKyJ/OZSxt9P5JUVknoicMH3+p4gsF5GyWbUhE/t6i8h+EbkhIpdFJEREijnJDBCRo6Z/r4rIHhHpZB77HagIvOTgw1Dz2P0iskRETpnn/iYic0TkbgfdEUBj4EmH8yMcjlcWkWUicsn00b7kvK2ya+dB/JrWA8DXrx67dhxIORZ5NYZy5e+hbNlSREUaD2OlSxdHRNLo2XngDE3r3wdAk8crsevQX6mOVy5rFDPPXR54eniY5YHuI7+m/VvLOP3HObdtyZMnDwCxsdd4uObt4NeO3cdp5vsIAD6NH2bXnhMpx65du0mB/Hnx8ipIvbrVOHL0NACXL0cTHX2NShVLWfZNpcplTbvuwtPTw5KO9MpktVweHkKzNqPo0m0yV65EuW1PfHwCu3YepH6DWtm2JZlvV++iQ9t6tvgX4Kfde2nk2xiAhk0asWfn7pRjJUuXSlNfK1SqmOJrT0/PbJXJVb2xwzcAO/aeolmj6oaeBtXY9fPvqWTLlC6CM85pdvkmJ9tmnjx3mbquU7NGJct6KlUszc2bCURGxVGsWBHbynRwz27qNzZeGKnXqAn79+xKOVa2omFvnrtS+/P7rz6nRafbD5d29cPu6nGVBu7Xm+NHjjFr8nSebdUxlaxtbcFNPc5pR4/8lmP9TXK9iYuN48GHH8qSbwDKlEk19EjXX+765u+/oylXtjienp7UqlmZHQfOWLp/J7Ny41E6+Rn91M5TV/CrXhqAxlVLsvuPK6lkL8feJPpGAhWLF8wwLT4+iZiYm7jC2ysfFy7GculSHF6F86abZtu9zkI/nCeP0dZj425S88Fy9o4D3LTn2rV4ow4Uzk+9Rytz5MQ5G8YShp126Mmpe5SdYxvntmrFniOHf2XyxEW0bNo75c0Mq/Ykk9yH5uR912W9cbMOJyQk8ceZK7w+ZCktu8zgxK9pf5TRaP4L6OCrRgMrgQ1AR2A5MAoY7UJuFiDAyxivlSMiLYHVQCzQGegL1AC2uggm3g/MBKZgvNJ+EvhERJokC4jIo8CPQDHgNeAZ4G9gg4jUcdJXBPgEWAG0Mm1/wjwWav7/BPARsAi4BfRw0tEcqAzMxT26A22AQebfsyLiDWwFWgOBZvq3wBwRedPh3GLADWAY0BIYDFQBtolIfjftSIWITAQ+wLie7U3dLYHvRcTTlHkJ4xqsMG19CfjCtAugE3AeWMdtH75nHvsf8CfGsgQtgLGAH7DGwYx+wM/AAYfz+5l5lwd2ArWAgaaNPwFfikh7q+WOiorFy7swAN5FChMZdfsB/NatWyn/K5XxErqRMTfwLmxMoPYunJ/ImLQzXpKSbjH+o830fvYxAN73b8HWj19lSI+nGDpkmiVbOj/rT7vWb+DrV/e2LZFxeHsbD3JFvAsRGRXncCw25ViyTQDTZ6+i/+ttbfHN6JGz6ffGC5Z1uCqT1XJ9vmwo4evG065NXYLHh7htz5LF3/LCS61xxootABcvRiICJUsWscW/ANFRUXh5eQHg5e1NdFR0GntdMX50ED37vpatMrmqN3b4BiAy+hrehQsYerwKEBl9LUvlcsQu3+Rk24yPT6ChXwBv+c+nft1qlvX4NH6Y6o/0o0W70fTr38W2MsVER1LI9HFhb29iolLP4gGYOS6QLq++DsD28DDqPPFUqsCBXf2wu3rS0+1uvdmzczdvDhrAnND5vDciMCXdtrbgpp60aUk52t/0fOEVurR/joZNGmfJN65Iz1/u+qZECW9O/X6RuLgbhG86wNXo65bu32AERQ79coFHq//PyO96PF75jaBNkQJ5iLoWn0rHrI2/0K/x/ZmmZYSHx+1gXHJgzlWabfc6C/1wfHwiDTtM4q2Rn1D/0cr2jgPctMeQvz08NtpH9sYSQcGfmbLZ15NT9yi7xzbOuGvPju0HGBTQg8XLJjB86O0Z8nb0oTl533VZb9ysw5evxHLg6BnmTurKlMDnCAj6MkN5jeZORQdfNRpYoJQap5Rar5TyxwhW+otIUSe5XUqpV5VSa5VSK820IOA3oJVSapVSajnQDCgK+DudXxrorJRapJRaDXQATmAE8JKZDJwGfJVSXyil1mAEA3/DCAo7Uhh4Syk1SykVoZTaqZTaYR77Sym1w/ycUUpdAT4Fekvqn6D7AMeUUhFZdxdgBKGbK6W+NP1xARiAMWPUTym1QCm1QSk1GFgIjBFzaQKl1HGl1ADz3M3A5xjB6IoYQWRLiEgljGDre0opf/N6LgKeB+oC7UzRJ4ADSqmxSqlwpdQapdREpVSIad/PwE3gsoMPfzWPbVZKDVdKfWPavhRjbdf6IlLblDkCRAMxDucfMfMONH3XWCm1VCm1TinVEwgjdT3IrKy9zdm6ey5fvoq3d2Fioo111qKj4yhaxMtRNuV/Dw/XXf60KR/j22sRK8OPEh1rzFSJibtJUa+0sfBBU9bRtW0t7itvxKqLFTEGak/VrsiF85ct2fLpF1PYtG0xY0Z+wLQpH9OkxXBWfruDaHMwFx1zjaJFCqXIFylSKOUYgKenB5GRsZz56xIPPVghlb1W7Jk9YzkPVK9Mg6dqW9bhWCaAydO+slQugGLFjPw6ta/PkcMn3bInMTGRDT9sp0XLJ1PSrfo4mW++20l7czabHf4F44EtJsZ4sImNicG7iDeZsWD2XKpWr0a9BvX5cNpsW+rNR4vW2+KbydO+oskzU1j5/T6iY68bemKvU9ThwSarZNc3yeRU2wTImzcPW8KC+WxpAC91f9+SnujoayxbEcGJg3PZsel9Ro2YZUvbBCjsVYQ408dxMdF4FUk9a2fZvA+4t+oD1K7fAICvly2mQ5euqWSy2w9b1ZOebnfrzb3330eVB6pSsnQpPDw8LLepZFK1BQt60qZ55mh/s/CTxXy3aR0TA8dlyTeucC7T2XN/W/KNp6cno4Z1pk2ndxk7/hMuR16zdP8GiNjzO40fq8T7oVtpNi2CVfv/IuZGomHLjUSKFMybIht5LZ4zV6/x4P+KZJiWGY4Bylu3VLppttzrLPbDefPexZZvhvDZ/N6MmfytLX2NVXuKeBcgOtYIpk/+cB0Hj/2V7bHE6u932zImOXzkjxy5R6V3vVv49bbcZznj7jWvUqUCD1SvTOnSxfHw8LBlrFW4cIEcve+Ci3pjpQ57FeDBqmUoWdyLh6r9j7+vZvxDlUZzp6KDrxoNfOb0/ROMwGYNp/SvHb+ISCHgUeBTpVRicrpS6hSwDePVc0f+dAiOopRKwgg81hURDxEpYJ7zOXBLRO4yA5aCMZOzkZO+BOC7LJcSPgTuw5ipiYiUwQhIzs/opHRYq5S67pTWEmNW56lk20371wHFgQeTBUWkr7k0QCyQiBFwBqiGdZph9GnLnPLfCcRw23+7gUdEZJaINBWRLEdDRCSviAw3l1O4jnENkne2yIrtLTFmyUa58FEtc/Zwpiil5iulHlNKPVaixN3Uq/8w4RuN17zCw3byeL2HU2TvLubNmTMXOHv2El7erh8MB/p3Y2NID+aMbMfGXb8Zenaf4vGHUk/eDvl6LyLQrd0jKWnJDwTHf79MkaJebtty86Yxq6Zw4YIUKlSAgf7dCF83nrkz+xFmLuwfsekgj9epkqKnUKH8XL8RT2zsdXbtPkH1B8pz/MRfnPjlLK3aj+GHsH30fctYg8tdezb8sJ0dO/YzdPirKXLZLRPA4IFPWyoXkDIY3rb9KJXvLeeWPRcuXOHP0+dp36Y/nyxfw+gRs+nes6NlWwC++XYnndo/YZt/AerUfYytEUZT2hK+mTp1HyMjIjaEs2fnbt4OMNam7Dewvy31Zu/Pv9rim8EDnyb8S3/mTnqJsK3GpjUR247z+COVMiyXK7Lrm2Ryqm0qpUhIMG6R3t4FebhGJUt6PDyEggXzkTdvHooUKci1uOu2tE2Amo/XZdfmCAB2bo6gZp3HU45tDw9j/+6dvPbO7Y24/vj1JO+80oUlc2axfP6HnPrleLb7YavXKT3d7tabe6vcy4Vz57kWF0diYpLlNpVMqrZgQY9z2gPVK+dYf3Pz5k3TzkIULFgwS75xhXOZmjd91LKP27etR8T6Cbw3pitDuj9l6f4NxpIDHX2rM6j7U/ww0IcPutQh/JjxSvCm4xd5rGLKqkqcuBDDLxdjaDt7M2FHL9B/xV6XaZkRFX2TUqUKUaJEQeLi4tNNs+VeZ6EfNvqsJMCYRVwgfx5b+pqB/t0s2VOoYD6jDsTdoPETVenSqW62xxK+PjVtGZPcW/meHLlHpXe914XNt9xnOePuNb+/agXOnbtEXNx1EhOTLN8zk/nm253MmtonR++74KLeWKjDBQvmpXDB/Fy7Fs9f567i7eLHIY3mv4DeJEejcVi/1em787IB55y+340RGHVOB+O19YqZ5JOclhcoidEePTFmuDrPcgVARDyUUsnvpFwyA7hZQim1S0T2Aq9jBHNfxQh8Ls6qDgdclbkUxtIKCemcUxzAXIJgJjAVY6bqVYyg6Q4gO3fj5AUbT2aUP/CxmU8vjOUAEkRkDfCOUur3TPKYALyJMUv1R4ygbjngK7Jmeymgm/lJz8asva/lQO1Hq5M/f16a+vSiZq1qlK9wD8ETQggY1ouRo1+n24vDAJg2MwCA0IUrmT/3c65ejSbyajTTZw0FoF2javTYcIRG3UNo9VQVypT0Yt+xc+w9epZenerQf/xq6tYoi2+vRTSqU5HAfr50Hf4lkdE3EIFpCyfzUI373bLl5ReHEhUZS1JSEmOD+qeUqV2bunzVewYN/QJo1aIOZcoUY9/+39j780l6dW/O8CHP0bztaPLnz0vogrepUL4kP0YYGzf06D2dEQHPW/KN/9uT8fIqRMumfahStSKz54xwW0d6ZbJSLgC/ViMpUCAv+fPnYc7CiZQtWyrL9pQtW4qtO5YAEDR2Hg2efIS77/aGhBhLtkRHXyMyKpYK5Uva5l+AmrVrkS9fPjo2a8tDNWtQtlxZZkyayoAh77B88VIWz19E5NVIIiMjmTBtEiMHDcPLy4tnW3Xkvir3M2nWFFvrjR2+AWjXrBZfrQ6lYYdJtPKrQZnSRdh36E/2HviDXi8+xbgZa1jx9S6UgrMXIhn9TttUaSei3uedYYNs8Y1d9dhd39y8mUCrDoGICCIwe9rrlvQULlyAZn6P0MBnMElJtwgY1c+2MlWv+Qh58+enZ7vmVK1Rk3vKluejaZN5deBggocPopCXN691ak2l+6owcspMPg3/EYBVnywlMTGRylWqUe1usaUfdrdMrtKstKlBIwLo16MPN67f4J1hg7LVZ7lsCxb0OKbNWzSB8hXK5Eh/83q314iOiiIpKYlh747McpnGBX/Gis82Ge373BVGD3/BZTmt+ObNd+Zx5OhpKpYvxez+T3CXp4fb92+lFDsO/MmsYbdf3W5T8398/fFumkzZSMuHylCmSAH2/xnJT6ev0uPJymwe7AfAqx/vYmjLB7m/VOE0aV3XwF2eHsya3oaqVYrzwYx2zA/ZQ+1aZQgJ3cu8BbuZGNQcgImTNwO4THOnLaR7r7vkfj88pF8LWr00ExFjhuPs8V2obOc4wMJ9YfhbrWn+wnTy58tD6PQelKlWLVtjiUXzrNc9Zz2e/7Pn/m3L9bZYJue2OmSMv6W+uHvXEVy/foPho25vd2FHH5pT913X9SbeUh0e8XZrWr44g8SkJGYGvcCasENoNP81JLO1pzSaOxURCQTGAPcppX5zSPfDCE42VEptFREfIBxoppTa4CBXCCP4Nk4pNcpJdwTgpZSq4/D9XqVUBSe594AhQAHzE42xZunHrmxWSu0xzwsFmiqlyrkolzJtGuniWE9gHlAJI3i4SSmVXiDQJenpF5EdQBLG8gOuOK6UihGRbcB1pVRTh3MrYyyt8K5SKtBMCwTGKKXS7kji2q7XgTkY69hedSHytzkr2fGcu035KRhLNdQz038HtiqlujrJ/wV8r5R61SGtCbAR6KGUCjXTIoC7lFJPOZ1/HmOmbHA6xTiolHK9Q0U6PFrnQbVt51J3TnFJvsPuTKJ2zc2H2mYulAXyJ/yVuVAWuJHHlj3cbCG3lSk32RMZXyFzoSxwj2y3RY9tRLr6jco9zhd52gZDoGje05kLZQG76o0d2NUWjl+tmrlQFqh294nMhf4l7sQ2Zdf1vhN9o078nLlQFkj80Z5gSP1QH1v0bNtWP3OhTMh/aY8NlsCNkhnP5swqdtlD0TL26LGB8+qJzIWyQG66T+W2sVauwoaxDYDH//rsVUrZ07A0/yqPVSmlds18JnPBHMSz9dxcWb/0zFeNxlgTdKLD9xcwNtA6mNFJSqk4cybpcyISmDwLVUQqAg0wNuhypLyI1E9eesDcAOo5jLVkbwFxIrIFYzOmnxxmuLpLPEYg1xUrgPcxNueqgPsbbWXEWoxZoaeVUhczkCtI2tmdzhuBWeEHjE3FKiilfsjKCUqpq8CnIlIPY/3bZG7i2ocFSTuz15XtNwEvF+lrMdacPexi2QaNRqPRaDQajUaj0Wg0dxg6+KrRwGsi4oGxFmgLjNfxA5VSabc7TssoYDXwnYh8iLFW7LtAFMZsSkcuYAT6xgCXgL5AVfNvMu8Am4F1IhKC8Xp/CYy1ZT2VUkOzYNMRoI2IrMWYAXpWKXUWQCl13Zw1OxBjluWPWdCXVaYBnYEtIjINOA4UAh7AmEXcwZRbCwSIyHBgF+ALPJvdzJVSv4pIMDBbRKoBm4AbQHmM9WA/UkqFi8h8jBnL24GLGNfgZWC9g7ojQEMRaYuxhMRlc0mCtcArInIQY3mDpzEC7c4cAfqJSGfgV4zNt44Do80ybxaR2cDvGMtX1MCYGd0zu37QaDQajUaj0Wg0Go1Gk3vQwVeNBjpgzFIdhRE0DQLey8qJSqm1ItIGY/mCzzBmnUYAQ5IDng6cBCYB44EqGIG3LkqpcAd9P4nI46a+mUARgjoXVQAAIABJREFUjEDtT2R9lmp/89xvgXwYweBAh+OfYwRf52VRX5ZQSkWJSAOMAGMAxpq5kRhB2C8dRMcCRU0b8mMESVtgLDuQXRuGi8hR4A3zo4A/gTDgF1NsG8Zs1Zcx/HsWWIrh82SGAQswrmkBjHVxu2PM7BVgnCm3BuiCEVB1JBhjA66PMALymwAfpdRpEXkM43qMx1jr92/gENbW3tVoNBqNRqPRaDQajUaTi9HBV40GjimlmqR3UCkVgRFwS+/4WowZkZmilFoFrMpE5ijG0gcZyXTP4Ng2oE4Gp7cF4oAlGeWRgf6MfHEVI6g6MAOZ6xizffs6HRInuUBSB42zat8SMiibUmoxmQQ6lVLHgIYu0i/j+to4234eaO1CDqXUGYzZ1RqNRqPRaDQajUaj0WjucHTwVaP5jyAitTFmYw4A5iulnNdd1Wg0Go1Go9FoNBqNRqPR2IgOvmo0/x2+BkoD60j9ij2QsgFYurNagVvZ2AQsW5hr8npkIKKSNzzTWEOq1s5pE1LIbbvM2mWPHdyJO+fatWt4brpOAPnJ/o7Atu2o7rxNoCaFanefyGkTbCe3tSk7+q3I+Ao2WJL7fGMLD9l0nWwaB2x7zR57nnxyR7Z17F1pz6Nubrv3qhM/Z1uHXeO+0hGjbNEjTVy+MJYj5LbxY66qf0XL5LQFGs0/iogUAz4FKmEsE/m8+XavK1lvjL1eViql+memO6NghkZzR6OUClRKiVIq8V/Iy0cp9dQ/nU8mNlRSShVQSnVUSsW4EAnDeERP77PwXzM2LQszsCsBw3aNRqPRaDQajUaj0Wg0GisMBcKUUlUwYgwZbXj+HsZm6VlCz3zVaDTJ9AG8Mjh++d8yxAWBwOwMjrsKJms0Go1Go9FoNBqNRqPRZIUOgI/5/2KMzdQDnIVEpA7GW8VrgceyolgHXzUaDQBKqeM5bUN6KKV+x5j2r9FoNBqNRqPRaDQajUZjN6WVUslrh53HCLCmwlwScQrQFWiaVcU6+KrRaDQajUaj0Wg0Go1Go9Fo0kXFJ5L0+5WcNiMzSojIHofv85VS85O/iMgG4B4X541w/KKUUiKiXMj1A9Yopc6IZLRlTmr0mq8azR2KiHiKiP6BJR1EJF9O22AnQ/yn0NSnF4MGTk6VfvjQSfwa98S3UU8OHvgFgK+++IGGT3SjUYNufLsqIkU2MTGJbr2m0tAvgInvf5Emj40R+2ngMxjfliM4c+b2KhTnzl2hYLFn+fXkn27bEjwhhHsrtCBw9IfZKlO3l4bRwq83Pk91p16dLtkq0x+nL9Lu6bH4thxBSOh6t23p3XMMjRp0o4Vfbz5d8X0qeSv2dO4ajE/zYTT0C+D4iTOWdLR/5j0aNR1K09YjU9LssMVd37hKs2qLqzK5a49d9W/QwMk0932NRg26sX3bvtTlenMhDTtMYuKstWny6DdsOaVq+PPRsq0paU2emYLP0+/T5JkpbIzYb8k3/QbMoVSFrny0aH22fGyXniYthuPTfBhNWgxnY8R+y3qWLA+ngc9gWrUfw/nzRpo71ylsww4aP/kKLZv25vixU6nk7ehv3NEBcP36DSqVa87GsJ2WbbGzTbm63u7ak16bslpvmrQYzqP1B9CjczcAxgwZScdmbRk1aHiq82dMmkrt+2oQ/O74lLRjh4/SoWkb2vu15sjBw9myxVV/Y0cf4a6e/n3H4duoJ36NU19vu+yxq33b0RZKlCjIssXPsX1zbzw9Uz/c3ndvMULmd2Lh/E5Uub94umkpZXKzH17yxQ4atJtIqxdncP5ilGXfuBpPWLGnc5/5+Dz9Pg07TOL4yfOGjhFf0qh7CMELt6TR0f6tZTTuEUKz3qGcuWDYfyXqGp0Hf0bT10IZv2CTvWVKukW398NoNHglwZ+l3Qys84T1NAn4hkaDV3L8TGRK+rkrcRTqtICTZ637eMYHq6jfaBANfAazfeexHL1HuepD7Rg/5uS4z65xANx+Xjj569k052g0NnNZKfWYw2e+40GlVFOlVA0Xn2+ACyJSBsD8e9GF/ieA/iLyO/A+0E1EJmZmlA6+ajQ5hIgEiogSkYdFJFxEronIOREZa05lR0S6mzKVXJ3rlKZEZJyIDBWRU0A88LCI+JjHnhGRUBG5KiLRIrJMRIo76fAWkdkiclZEborIcREZKA4/6YhIYRGZJSKnTZmLIrJBRB5wkLlLRIaJyDFT5qyITBGR/G766C4RCRCRIyJyQ0Quicja5LxEJL+ITBORQyISKyLnReRbR1uc/NhIRD4XkUhgp8tM09qQfJ2qiMhqM58/RGR08nVykC0pInNF5C+z3MdEpLfD8RIicktEujqktTP1L3VIKygi8SLyRlZs/Pmno8TGXmNDRAjx8Qns2X37IXNs4BwWLx3PkhUTGRs4B4BZM5azLmwe68LmM2v6shTZVd/tpFrVcmwJC2bbj0c4fz71xo5BEz9j3bfvMmFsNyY4DLamf7CKeo9XtWRL954dWfRxULbL9PGyCawLm8/AQd1o1aZhtso0MnAJC+cNYOPacfTq3txtWwAWfTyOdWHz6dylVar8rNizdJE/EesnEBT4MjM//M6SjhlTXmPzhokE+D/DtNnf2GaLu75Jz192lSmn6t+ESW+zfuMClq4IZlLw7b0JV63fT7X772HLN0PYtvtkykN8MqPebsOkUc+kyX/DZwMJ/9IfX59alnwzamhnJo3rkUouJ/UAbFgTRPi68fj61LKkJzExiTnz17AlbCJBgS8zdfJi969T0ALWrJ/LoiXjCBo7L0XWjv7GSj8RGrKSGjXuT1XunGxTrq63XW3Kij3h68YTvm48L7/kS9NWzTjw837i4uJY+cN3JCQksG/v7SDPi690ZfbCual0TnpvIh+GzmfekhAmvXf7mciO/sauPsJdPYOGdGfj5oXM+yiQ8UHzLetJt8+yoX3b1Raio2/yev9VHDx0AWf69qnL8JE/EDBiPX371E03DdzvhxMTk5izOIItK4cQNLQjwR+ss+wb5/GEFXsAls7uRcRXgwga2pGZIRtZtek4D1QqwebQXmz9+TTnL6fe+mBGQGs2LerFkB4Nmb50u+H7uRG8268JGxZ0Z/hrje0t047feaBcUTZP7sjWI+c4f+VaavsH+xEe3IH3utVl1qqDt+1ceZB61UrdvlYW7Fm8JIwfIybx+bKhTJ76VY7doyBtH2rX+DEnx312jgMcnxc0mlzMKuAV8/9XgG+cBZRSLymlKiilKgGDgI+VUhltzAXo4KtGkxtYCWwAOgLLgVHAaIu6ugNtMDqBNoDjT4vTAQV0wZhS3x5IuSOagcTVQA+MNUzaYSwgPRUY56BnGvA88C7QDGOjrn1AUQeZpcBIszxtgAlAL2AZ7vGJmfcaDP+8BhwBypjH82FsEhZk5tMXyA9sFxFXrxIsA04Bz5LxzoWu+BrYaNqxEqP8yR0zIuINbAVaY2wQ1gb4FpgjIm8CKKUuA4cAXwe9vsB1oIlDWkMgj5lfpuzaeRC/pvUMZX712LXjQMqxyKsxlCt/D2XLliIq0hic33tvOeLibhAbex0v70Ipsjt2H6eZ7yMA+DR+mF17TqQcu3btJgXy58XLqyD16lbjyNHTAFy+HE109DUqVSxlyZbSpYvj6nUNd/Uk8+3KCDp0vO1Kd8uUkJDIH6cv8fqbH9Cy/RhO/PKX+7aI8GqP0TzT8W1O/3EOR6z4OE8eYwJ7bOx1ataoZElH5Ur3pOjy9PSwzRZ3fZPetbOrTDlV//LkyWP65RoP17z9YLFj7ymaNapulKtBNXb9/HuqfMqULpImbw8PoVnn6XR5fQFXrsRY8k2ZMsXS6M1JPR4eQrM2o+jSbTJXrsRY0vP339GUK1scT09PatWszM4dByz1E4UKFaBMmZL89uuZlDQ7+ht3dcTHJ7Br50HqN6iVSmdOtilX19uuNmXFnhQ/r95Fyzat+Gn3Xhr5GkGjhk0asWfn7hSZkqVLpck3KjKSsuXKUuZ/ZYiOuh3gsqO/sauPcFdPpcplU9lhVU+6fZYN7duuthAfn0RMzE1c4e2VjwsXY7l0KQ6vwnnTTQP3++G/r8ZRrszdeHp6UOvBcuzY+5sl37gaT1ixByBPHk8AYuNuUvPBcuw8cIam9e8DoMnjldh16K9U8pXL3m2cd5cHnh5GPTn860UmhGzB79VFbN//p61l2nn8Ak1rlzPsqVmWXSdSTxTLc5dp//UEHq5szPu4HHWd6OvxVCx1e69fK/WvUsXS3LyZQGRUHMWKeeXYPQrS9qF2jR9zctxn1zjA+XlBo8nFTASaicgvGOu5TgQQkcdE5KPsKNbBV40m51mglBqnlFqvlPIHPgL8RaRoZie6QIDmSqkvlVJrlVKO0wUOK6V6mOmzgNcBHxHxM4+3Bp4C3lBKTTHtGQCEmPaUMOWeAJYppUKUUpuVUl8rpQYppXYAiEhDoDPQVyk1Vim1wczvDeBpEXkkSwUR8QWeAd4x9a9VSq1USr2jlAoHUEpFKaVeVUp9opTahPFLVQeM9ay7uFD7hVJqiGlT2ne9MmaK6ZcNpl8OOeUxAKgI+CmlFphyg4GFwBiHJSDCSR1obQLMAf4nItUc0s4rpY5mxbCoqFi8vAsD4F2kMJFRtx/Ab926lfK/UsZk6XYdm/DE4y9S/7Eu9H2jc8rxyMg4vL0LAlDEuxCRUXEOx2JTjgEkJRl6p89eRf/X21q2xa4yASQkJHDo0ElqP1rdcpkuX47mwKHfmTvrDaZM7EXAiFC3bZk4eSDhWxbhP+gVhg6ZlqpcVnwcH59AQ78A3vKfT/261SzpMP5PYlzwZ/Tp1dI2W9z1TXrXzq4y5WT96/ysP+1av4Gv3+0ZV5HR1/AuXMAol1cBIqNTzwZyxefz+xD+pT/tmtciKPgzy75xJif1fL5sKOHrxtOuTV2Cgj+zpKdECW9O/X6RuLgbhG86QGRkjKXrdOHC3xw/dirVsgN29Dfu6liy+FteeKk1zuR0m8quPelh1Z6LFyMRgeIlSxAdFYWXlxGo8fL2JjoqOsM8/8n+xq4+wqp/R4+cTb83XsiWHpd9lg3t2662kBEeHrcD7clBd1dp4H4/XKJYYU6dvkzctZuEbzvO1UhD3o7xhBV7AOLjE2nYYRJvjfyE+o9WJjLmBt6FjdWzvAvnJzLmRppzkpJuMf6jzfR+1tiE+8f9fzK0Z0OWBz9HwLT19pYpNh7vgmYQvFBeIuNSB83jE5JoNHglA+Zupb4503XGNwd5o22NVHJW6p9P44ep/kg/WrQbzVv92ubYPcoVdo0fc3Lc5wo7nhc0mtyKUupvpZSfUqqKuTzBFTN9j1LqVRfyoUqp/lnRrYOvGk3O85nT90+AwkANF7KZsVYpdT2L+XwO3MIIpgI0Mr8vd5JbCuR1kNsNdBeR4eYvQJ5O8i0xljz4wlw24C4z8Ji8WFCjLJalOcZM3QUZCYnI8yKy01xKIBGIw/BfNRfiX2cxb1esdvp+CKjg8L0lxlIGp5zKvQ4oDjxoym0EKolIZXPZh5rAEuAEt2fE+gIR6RkiIr1FZI+I7Ll8+Sre3oWJiY4FIDo6jqJFvBxlU/73MGc/TAhawE8HPufng18wIWgB06Z8TJMWw1n57Q6izYeA6JhrFC1ye1ZskSKFUo4BeHp6EBkZy5m/LvHQg7fd4K4t6WFFz+ZNe2nUuA6A5TIVKVKIBx8oT8mSRXjowQr8fSXGbVuKFTNmrTR4qjYXzHUpJ0/7ypI9AHnz5mFLWDDtWj9O09YjLekA8B+6kJdfbMJX32zPti2fLQ1gzHvL3PaNc5rV6+RcpvvuNSbD52T9+/SLKWzatpgxIz8wyvXMFFZ+v4/oWKNLjo69TlGHB5L0KHa3Ufbf/7zM4iUbLPsmmezUPbv0FCtm+K9T+/qs/n63JT2enp6MGtaZNp3eZfXaPdxfpYLb12nchAG88tIwpkwK5QmHWXbZ7W/c1ZGYmMiGH7bTouWTOJPTbSq79jiTXXu++W4n7dsaM8e8vL2JiTGCF7ExMXgX8U7Xblf2fThttm39TXb7iGSs6Jk9YzkPVK9Mg6dqZ0tPmj7LhvZ9+MgftrWFjHAMIt+6pVymXTj3g6V+2NPTg1ED29Km6yxWhx3E00NsGU/sP3jK8n0hb9672PLNENo1q0nT56exMvwo0bFGgDMm7iZFvdKu6jVoyjq6tq3FfeWNmYtVKxan+r0lKV28MGcvRdtWJt+h37By+ymir8Ub9lyLp2ih1Nsq5M3jyebJHfl0WHPGLN1DZOxN/rwcy0MVDds+WnfUkj3R0ddYtiKCEwfn0v1lP3xbjsixe5Qrsjt+nDblY1r49c7RcZ8jVscBrp4XNJr/Ijr4qtHkPM6LWSV/L2tB17kMjqXKRykVD1x1yKcYcMVMd+S8w3GAN4F5QE+MQOxFc93V5NFjKYxgbRyQ4PBJfgcp1TqzGVDctCe9YDIi0g74FDgKvAjUAx4HLmEsP+BMRv7JDOdtHW865VEKI7Cc4PT53DyeXO7NGEHuJoAPxjXYjzkj1ly+4FEyWHJAKTU/eQHxEiXupl79hwnfaLx+GR62k8frPZwie3cxb86cucDZs5dSlhjIly8PBQvmp1ChAsTHJzLQvxvh68Yzd2Y/wsyNBiI2HeTxOlVS9BQqlJ/rN+KJjb3Ort0nqP5AeY6f+IsTv5ylVfsx/BC2j7feGO+2LelhRc+qleG0N18BtlqmggXzUbhwfq5du8lff/2Nt1dBt22JNgfaJ47/TpGixkB78MCnLdmjlCIhIRGAN15vS1PfR9zWARASuh4RodtLvrbY4u1dkAIF8rntG+c0q9fJuUzZqTeucFfPzZtGt1m4cEEKFSpglOtLf+ZOeomwrceMcm07zuOPVMowX4DoGKPLq1u7Ms8/29CSbxyxer3t1JP8ILZt+1F8fWpa1tO+bT0i1k+gY7v6PPlUbbevU70narJ2w3yGDOtFtQcqp8hmt79xV8eFC1f48/R52rfpzyfL1zB6xGyuXo22ZIudbcoV2W1T2bXnm2930qm98dtvnbqPsTXC2FxoS/hm6tR9LF27AYrefTdn/zrL+XPnKezlRb+B/W3rb7LbR1j174YftrNjx36GDk89+caWPsuG9n1v5XtsawsZERV9k1KlClGiREHi4uJdppUu08xyP9y+RS0ivhpEx5aP8ErnBraMJx58oIIle4x7bxIAb/TwoWnD6swZ2Y6Nu4zlEMJ3n+Lxh1I/MoR8vRcR6Nbu9stmVSoU59ylGOKux3NPcS/byrRxYgfm9G/Exv3GEgThB87yeNWSqe1PNOz3LpiHAvk8OX4mkl/+iqLVqNVs2HeGn365ZMkeDw+hYMF85M2bhwD/Z6jxUMUcvUc5k93x40D/bqwLm59j4z5nrOpxfl7o+9acNLo1mv8Ceid0jSbnKQ385vQd4C+gnPl/XlKTXgAzo/f+Sjt+EZG8wN1mPmAEF4uJSF6nAOw9DsdRSsUCw4BhIlIRY/3UiRizXQOAv4EbGOuWuiKrW1xeNu0pkEEA9gXgpFKqu0O58nA7UOxMxu9FZo+/MQLMA9I5fhxAKXVVRPZhzG6NAiKUUkpENgKzMQKynhjB2CxR+9Hq5M+fl6Y+vahZqxrlK9xD8IQQAob1YuTo1+n24jAAps0MAOC1Ps/i26gnAD1f7ZSip12bunzVewYN/QJo1aIOZcoUY9/+39j780l6dW/O8CHP0bztaPLnz0vogrepUL4kP0YYu7f26D2dQSPe4r77y7tlS+jClcyf+zlXr0YTeTWa6bOGWiqTUoqdOw6mfLdaJoARAZ1p2X4MiYlJzJzSmxpu2tKj20gir0YjIsyYPSxb9ty8mUCrDoGICCIwe9rr3H9fGbfL9Mbbc6n7WFWatBhOo6dq8O6oF22xpfLD7vnGVZrV6+RcpmFjB7tdb+yqfy+/OJSoyFiSkpIYG3T7zaN2zWrx1epQGnaYRCu/GpQpXYR9h/5k74E/6PXiU4ybsYYVX+9CKTh7IZLR77TF77mpFMifl/z58rBo4RBKlSritm/GBX/Gis82GXrPXWH08Bcs+dguPX6tRlKgQF7y58/DonlvW77mb74zjyNHT1OxfCmmfDiWAgXyu3WdgieEEB62k2LFizLrw+Ep18mO/sYdHWXLlmLrjiUABI2dR4MnH+Huu70t2WJnm3K+3kPG+NvWpqzYEx19jcioWCqUL8l5BTVr1yJfvnx0bNaWh2rWoGy5ssyYNJUBQ95h+eKlLJ6/iMirkURGRjJh2iQGjRjC692MIOX4qcG29zd29BHu+tf/7cl4eRWiZdM+VKlakdlzRljSk26fZUP7Ll7JnrZwl6cHs6a3oWqV4nwwox3zQ/ZQu1YZQkL3Mm/BbiYGGZs9TZy8GcBlGljrh98csYIjJ85RsWwxPpjwomXfOI8nrNgzpF8LWr00ExFjtuTs8V24r+Atemw4QqPuIbR6qgplSnqx79g59h49S69Odeg/fjV1a5TFt9ciGtWpSGA/XwL7NuGloV9w/WYCo/r42Fem6F9oV68iPab9RqPBK2n1WAXKFCvEvl8vs/fkJV5qUoXWo1cjGGOHWX0bUr3C3WybYow/e0zdyIgX6liyp3DhAjTze4QGPoNJSrrFqGEv0KJZ7Ry7R7nqQ+0YP9rRZ1kZ97kqk5VxgPPzwoiA56n68OtoNP81JLM1mjQazT+DiAQCY4BhSqmJDukLMIKK5TBeVf8ReEYp9ZV5/C7gMFBVKSUO5ylgnFJqpFM+PhiBvHVKqZYO6S9hLCnQVCkVJiJtgO+ArkqpZQ5yC4BuQFlzwyhXZfkJOKeUauOQX1OlVJgV35g6m2DM/nzLXDPWlczXwANKqeoOaT0x1qldnByUFZHuwCKgilLqpJt2BGJcpzxKqUSH9FDAx9zlMFnuTaC6UupiGkWpdU7GmKkbBXyglPpAREpizE7eiHFts/RuzqN1HlTbdi51p0guyZ/wV+ZCmXAjj5XJ2v8cdpQJ7CmXXbbkNnKTb3Jd/bu0J/tKipbJXOY/Sm673rmJ3Nam7LDnvHoic6EscI9st0XPnVj/clu9efLJHdnWsXelTfOM7OqLI7PzAtZt1MXzmQtlglStnblQFlDha2zRI03cW/f3/wO5qQ/NbXgUbL9XKZXx6wuaXEmdisXUjqHNctqMDMnb77NcWb/0zFeNJud5TUQ8MF7hbwG8CgQqpaJEZDfwKzDZlLkJ9APypastfR4SkUUYa8pWBcZhzLpMDpB+D2wF5pqBwMMYm3C9CkxIDryKyHaMja0OArFAY6AWsBhAKRUhIisw1nydCuzCeM2+kqkvQCl1e1vMdFBKhYvIl8BUESmPEZTMg/Fq/2qlVASwFugoItMwAsePYQRAIy34J7tMw9hobItpz3GgEPAA0FAp1cFBNhwYBPzP/B+l1CUROQz4AR//m4ZrNBqNRqPRaDQajUaj+WfQwVeNJufpAMwCRmHMhAwC3gNQSiWKSAfgAyAU49X/6RgbO41xM58BQHuMNVI9gW+Bt5IPKqVumbNfx2MsH1Ac+B14x8wzmc3A88BQjD7kN2CgUmqmg0xXjCBoT2AERtD4d4zNp5zXuM2IF0xbXgHexvDPbuAj8/gCoLyZTx/zWDuyt7GWJcxgeQNgtGlzWYwg8HHgSyfxLRibg11WSh1xSN+IsdFalpcc0Gg0Go1Go9FoNBqNRpN70cFXjSbnOaaUapLeQaXUYYx1QJ0JdJITFzKORDuujZpOXtFAf/OTnkwARnAxIz23gBnmxzLma/7jzE96+Yw0P45UcpILxQheW7EhECdfm+ndXaRdBQaan4x0xmDM4nVOH0D6a8ZqNBqNRqPRaDQajUaj+X+GR04boNFoNBqNRqPRaDQajUaj0Wg0dyJ65qtGo/nXERFPIKOZurfMWa3/pA2CsfxCujhusHWnsz823cnXWaZW4dy1WsKduCFKbuNO3ATCLm6UzP46/7Zs2oU9tkDuut622WLTBjh34uZouWkDpqKctsESIMEeNXYRGZ+lvTX/FYrmtUePXf2WHZtl1elozzBub4QtamzrJzJ71e1fpeyd1/fZRW66Z4J9GxdqNBpr6JmvGk0OoZQKVErJPx3gU0pFmPls+CfzcZMwjEeg9D4L/wUbGmdiQ4KIVPoX7NBoNBqNRqPRaDQajUZzh6Jnvmo0mpygD+CVwfHL/4INe4HHM5E5+y/YodFoNBqNRqPRaDQajeYORQdfNRrNv45S6ngusCEGsOfdOI1Go9FoNBqNRqPRaDQaF+hlBzQajSaXISLdRUTpZQ80Go1Go9FoNBqNRqP5/40Ovmo0Go1Go9FoNBqNRqPRaDQazT+ADr5qNHcAIuIpInoZkXQQkXw5bcM/zRD/KTT16cWggZNTpR8+dBK/xj3xbdSTgwd+AaB3zzE0atCNFn69+XTF9ymy748aSs92zZk0YkgqHUH+b9G9TVN6tG3GicOHAJg7aTzP+zzBqx1bsWTOrFTyiYlJdOs1lYZ+AUx8/4s0tm6M2E8Dn8H4thzBmTPG8r5/nL5Iu6fH4ttyBCGh6y3paP/MezRqOpSmrUempLnrm7ANO2j85Cu0bNqb48dOWdIBcP36DSqVa87GsJ3Z9k2/AXMoVaErHy1ab1mHK9/kpB47rneTFsPxaT6MJi2GszFif4qsO9cqeEII91ZoQeDoD9Pk6Y6eK1ei6NolgFbN+hA8IcSSjkEDJ9Pc9zUaNejG9m37UmQTE5Po9uZCGnaYxMRZa9PY2W/YckrV8OejZVtTpZ+7EEXBe/tz8tRFS/aA63ps5VotWR5OA5/BtGo/hvPnr1rW07lrMD7Nh9HQL4DjJ87YosOqj12l5VT7dtUWbPVNNssE7tW99Oqju3rSu9fZ5WM77i0AY4aMpGOztowaNDxV+oxJU6l9Xw2C3x2fYZoVPaMGDefpFu1p07gFu7ZCjqroAAAgAElEQVSnvk/Z0fdZaVOd+8zH5+n3adhhEsdPnrekY8kXO2jQbiKtXpzB+YtRAJQoUZBli59j++beeHpKKh333VuMkPmdWDi/E1XuL55uWkqZ3Kw3AOfOXaFgsWc5+etZy3pmfLCK+o0G0cBnMNt3HrPkmz/O/E27brPxfXYKIcu32l+mEV/SqHsIwQu3pNHT/q1lNO4RQrPeoZy5YFyX8Qs2Ua7Z+4yaHZYtHzu3zZzs+5yvk1U9zmMtO8fEdvQ37ugAuH79OrUqP8jmjZvS2K7R/JfQwVeN5l9ARALN18gfFpFwEbkmIudEZKyIeJgyLl81Tz7XKU2JyDgRGSoip4B44GER8TGPPSMioSJyVUSiRWSZiBR30uEtIrNF5KyI3BSR4yIyUETEQaawiMwSkdOmzEUR2SAiDzjI3CUiw0TkmClzVkSmiEh+N310l4gEiMgREbkhIpdEZG1yXiKSX0SmicghEYkVkfMi8q2jLU5+bCQin4tIJLDTZaZpbQgVkd9dpEeISMQ/4RcRuVdEVpt14pKIzADcChb//NNRYmOvsSEihPj4BPbsPpxybGzgHBYvHc+SFRMZGzgnJX3Rx+NYFzafzl1aAXD0wD6uxcWy8Nv1JMTHc/jnvSmyPd56h9DVGwicOYd5709ISX/n3fF8tPJ7Xu77Zip7Vn23k2pVy7ElLJhtPx5JCbYkEzTxM9Z9+y4TxnZjgjmIHBm4hIXzBrBx7Th6dW9uSceMKa+xecNEAvyfYdrsbyz5ZkLQAtasn8uiJeMIGjvPsn9DQ1ZSo8b9aa6VlXKNGtqZSeN6ZEuHK9/kpB47rjfAhjVBhK8bj69PLUvXqnvPjiz6OCjNdXJXz/j35jNqzOt8/8M8Aob1sqRjwqS3Wb9xAUtXBDMpeOHt671+P9Xuv4ct3wxh2+6TKQGFZEa93YZJo55JU4bpCzZQr3Zly2UC1/XY3WuVmJjEnPlr2BI2kaDAlwme+qUlPQBLF/kTsX4CQYEvM/PD72zRYdXHrtJyqn1D2rZgm29sKJO7dS+9+mjHvc4uH9txbwE48PN+4uLiWPnDdyQkJLBv788px158pSuzF85NZZurNCt6Rk94l6/WrWLeko+YNXm6ZR+76vvAWptaOrsXEV8NImhoR2aGbHRbR2JiEnMWR7Bl5RCChnYk+IN1AERH3+T1/qs4eOhCGr/17VOX4SN/IGDEevr2qZtuGlivN9M/WEW9x6tmS8/iJWH8GDGJz5cNZfLUryz5d+TElSyc9gobv/Cn14tP2VumTcd5oFIJNof2YuvPpzl/OSaVnhkBrdm0qBdDejRk+tLtAPR6ug5Lxme/D4XUbTMn+z7n62RVj/NYy67xmh39jbs6AJaHLuWBhx5Mk67R/NfQwVeN5t9lJbAB6AgsB0YBoy3q6g60AQaZf886HJsOKKALMAJoD6SMUsyA72qgBzAFaAesBaYC4xz0TAOeB94FmgF9gH1AUQeZpcBIszxtgAlAL2CZm+X5xMx7DYZ/XgOOAGXM4/kALyDIzKcvkB/YLiL3uNC3DDgFPAsMddOWzLDFLyKSF/gBqA28gXFNK5vnZZldOw/i17Qe/B975x0eRdU18N8BQVoSevkQBBQQpYoUeQVC78UGiogURQReEUFCExDpiFQVkaqgvthQ5FV6RJT+WrCB2JEiLQkJkMb5/phJ2Gx2E3Z2IAHu73n2gblz98w555aZnL1zLtC0WT12bv829VzUqdPcUKYkpUsXJzrqdMqFebTXGO7t/BR//nEYgL27d1G/cVMA6jVqwje7d6bKKH1jOQByXZeLnDlzppbPeX4Mj9/bgX17L1wPYPuufbRoWhOA8MbV2Ll7f+q5M2fiyZsnNyEh+ahXtzI//PgniYlJ/PHnMfr9+yVadxzL/p//DlgGQPlyVjfIles6cubM4cw3QP78eSlVqhi//nLQkYyEhER27thL/QY10rWVE7tKlSoctAxfvskqOW61d44cQot2z/Jgj+mcPHnaUVuVKFEEj9+bUglUzg/f/8L0KUto3bwvO7Z960hGrly5AIiNPUO16hf+qN2+5zdaNKpi+aZBZXZ+9XsaXUuVCEun//ETscTEnqNcmQu/ubnVjwNtqxMnYrihdBFy5sxJjerl2W6vBnLS5rlyXWf76CzVq5ZzRYZTH/sqy6rx7WssuOYbF2wKtO/5m5vduNe55WM37i0A/9u1h0ZNGwPQsEkjdu/YlXquWIni6eYnX2VO5KTMN3Gxcdxa7TbHPvY194GzMZUrl/V8ERsXT/VbbwhYxolTcdxQqhA5c+agxq03sH3PrwAkJCRz+nR8uusBhIZcz9F/Yjl2LI6QArn9loGzfnP8eAwxMWcod2PxoOSUu7EE8fGJREXHUbhwSMC+SUxM5o+DJ+k3bDmtH5zN/l+OumrTjm8P0rz+TQA0qVOOnd/9neb65UsXAiDXdTnImcN6dihRpADePdmNsZmVc593OzmV4/2s5dbzmhvzTaAyEhIS+N/OPdS5sy4Gw7WOCb4aDJeX11R1oqquU9UhwEJgiIgUzOyLPhCgpaq+p6qfqqrnT/rfq2ovu3wu0A8IF5Fm9vm2wF3AAFWdYeszCFhk61PUrncnsEJVF6nqFlX9QFWHqup2ABFpCHQFnlDV8aq6wb7eAOAeEal5UYaINAXuBZ625X+qqqtU9WlV3QygqtGq+qiqvq2qnwEfAZ2A67CCzN68q6rDbJ3Sv5MVHG755RGgAnCPqi5R1TVYgeeYQJSJjo4lJLQAAKFhBYiKvvDH3vnz51P/r2otoJ4yfTCbP1/CkKGPMHzYTABOx0SRP8R6UCwQGsrp6LSrKADmTBzHg4/2A+DBx/rx5obPGTl9JlNHDk1TLyoqjtDQfACEheYnKjrO41xs6jmA5OTzHD8ew7ff/c78uQOYMaUPEaOWBizjwv+TmTh1JY/3ae3INwBHj55g30+/pb4aGqiMN5at5oGH2qbznxPfuCnD2zdZJcet9n5nxXA2r51Eh3Z1mTB1JeCsvX0RqJzt275laEQvlq2YzMjhsxzr0vW+IXRoO4CmzS78kRIVc4bQAnkt34TkJSrmTIa6A8xauIGBvZoEZZO/fhxoWxUtGspvv/9DXNw5Nn/2Laei4hzJASsg3LBZBE8OWUD9upVdkQHOfOyLrBrfvsaCa75xwaZA+56/8eHGvc6pTd4+duPeAhATHU2Ife8NCQ0lJjqg239Qcno/8AgPdryfhk0ap5a5MfeBszGVkJBEw07TeHL029S/vXzAMooWLsBvfx4n7kw8m7/Yx6mozK+ZI8eFQFFK0MhXGTjrN7PmfcTAfu3TXNOJnPDG1ahSsz+tOozhyf7tA/bN8ZOxfPvjQeZP686McfcTMeE9d206fY7QAtZLW6EF8hB1+lw6HZKTzzNp4Rb63neHXz3dGJtZOfd5t5NTOdb/LzxrufW85sZ8E6iMlcvf5t4H7gv4OgbD1YgJvhoMl5eVXsdvAwWAqg5kfaqqZy/yOu8A57GChgCN7OM3veotB3J71NsF9BSRkSJyh4jk9KrfGivlwbv2a/bX2blnUxK9NbpIW1pirdR9LaNKItJFRHbYqQSSgDgs/1X2Uf2Di7y2E9zyy53AXylBWwBVPU/69kuDiPQVkd0isvv48VOEhhbgdEwsADExcRQMC/Gsm/r/HPZqg8KFrRURDe6qxdEjVh6oAiFhxJ22/siKOx1DSFjaVRMrXn2JCpVuoVb9BgCEFbJWNt1Y4cIrydNnvk+TViNZtXo7MfYfAjGnz1AwLH9qnbCw/KnnAHLmzEFYWH5uvaUMxYqF8d+1u9m8ZW/AMlIYMnwxD3drwk0VrAXTgfpm4uRBPPLQCGZMW8qd9oq/QGQkJSWxYf02WrX+Vxr/OfWNJ2vX/y8oGSm+ef/DbVkqx632TllVcnfH+nz/wx9A4O3tj0DlVKxYlluqlKdEiSKpZU50+c+7M/jsi2WMHf0SM2e8TpN7Z7Dqk6+JibWm+pjYsxT0+CPLF1HRZzh46BS3Vf4/xzb56sczZ7zuqL1z5szJsyO60u7u51jz6W5y5hDH/S937lx8vnEqHdrWoXnb0UHJWLk8god6vuDIx95Mf3ltlo5vz7Gw5pNdQfs31TdB2pRCoGPB3/gI9l7ntA9bstLON27cW8AKXpy2772xp08TGhbqy4WZ4kTO4reX8fFna5ky7sILT8HOfU7nLYDcua/j8w+H0aFFdZp3mRmwjJw5c/Ds4Pa06z6XNRv3UqlC8QzrQ9rg+Pnz6rPs6OH1jvpNVFQsB/8+xm23lgVg4ZJ1juTExJxhxVuR7N87n54PN6Np61EB+yYsJC+3VipFsSIh3Fb5//jmh4Ou2dS0zxJWbf6RmFhrdfHpuHgKhqTPPDZ0xlq6t6/BTWUKpzv3wtKtQY/N3/84yrI3NmTZ3OfZTts/e4Gu3acF/axVpEgIjz4x17VnYjfmm0BkJCUlEblhE01bNQ/4OgbD1YgJvhoMlxfvhFMpx6UdyDqcwbk011HVBOCUx3UKAyftck+OeJwH+DfwKtAbK+D4j513NeUprzhWsDYOSPT4pOzwkibPbAYUsfXxF0xGRDoA/wF+BLoB9YA6wDGs9APeZOSfYHHLL6VI3yfwU5aKqi5Q1TtU9Y6iRQtRr341Nm+yXvvZvHEHdepVS61bqHAoBw8e5dChY4SEWg9rMfYfVvv3/U5YQeuhtXqduuzcEgnAji2RVK9dJ1XGts0b+WbXDh57+sJGXLGnrV+6T504TlJSEgDPDL6HzWsnMX9OfzbaG5JEfraXOrUrpn4vf/48nD2XQGzsWXbu2k+VW8qQL9/1FCiQhzNn4unWpTF33XlrwDIAFi1dh4jQ46GmqXUD9U29O6vz6YYFDBvRh8q3lA9YxtGjJ/nrzyN0bDeQt9/8L2NGzePUqRjHvvGkVYvbHcvw9E0wurghx632Tvlj44ttP1KhfElH7e2PQOXcXKkshw8fIy7uLElJyY5kxMdb03GBAvnInz8vg4f0YPN7Q5g/7SE2brVe1Y/8Yh91apbLUPd9vxxl/69HadNtNuu3/MgTESsC1sdXP+7Zu7PjftOxfT0i102mc4f6PPJwM0dyVJXERGuuGdCvPc2b1gxKRmhoPqpVLefIx948079Vlo5vz7HQNLx60P5N9U2QNqUQ6FjwN1aDvdcNHtLDFR9XKF/SlXsLQO26d7A10tqg6PPNW6hd1/+qwIwIVE58fLxtb37y5bsQuAt27nM6b1n9z5o7B/QKp3nDKo7GZcdWNYh8fyidW9fkrnoVM60fHRNP8eL5KVo0H3FxCT7LSpRq4ajf7Nv/N/t/PkSbjmNZv/Fr9nz1iyM5OXII+fJdT+7cuYgYci9Vb7sxYN/ky5ebAvnycOZMAn8fPsWtlUq5ZtOmRb14ZXQHNu200jxs3vUbdW5L+2fNog/2IAI9Ovh+IW5oz7uCHpt176hEl/saZtnc59lOYWH5KFGiYNDPWm+/PsyV57UU3JhvApFx7J9j/P3X33Tr1IX3336HyWMnEHUqKuBrGgxXC2Z3dIPh8lIC+NXrGOBv4Ab7/7lJi78AZkbvzZbwPLBzixayrwNwEigsIrm9ArAlPc6jqrHACGCEiNyIlT91CtaqzgjgBHAOaOhHj0N+yr05buuTN4MA7APAAVXt6WFXLi4Eir3J+L1i35wjvf/BaoMTqYLd88th4DYf50v4KPNLrdurkCdPbpqH96F6jcqUKVuSqZMXETGiD6PH9KNHtxEAzJwTAUCvHqOJOhWDiDB7nnWuSvWa5M6Th94dWlKpanVKli7DwpnTeXTwM0wdOZT8IaE8dndbyt1UkdEz5jBr3GgO/PQD58+f58lnx6fRp0O7urzfdzYNm0XQplVtSpUqzNff/Mqerw7Qp2dLRg67n5btx5AnT26WvvYUAKMiutK641iSkpKZM6MvNaqXD1jGgKfmU/eOSjRpNZJGd1VlxPhnAvbN1MmL2LxxB4WLFGTuyyMD9m/p0sXZuv0NACaMf5UG/6pJoUKhkHjasW8mTl3JWys/QxUOHT7JiGfuC9o3zz3bzZEubslxo72btRlN3ry5yZMnF0tefcrRWFi6eBUL5r/DqVMxRJ2KYdbc4Y7kjB7Tj57dR3H27DlGPtvXkYyHuw0nOiqW5ORkxk8YeGE8tajB+2uW0rDTNNo0q0qpEmF8/d1f7Pn2D/p0u4uJs//LWx/stPrH0SjGPN2eL1dbdvR6aimjBrV1tR87ae9/P/0qP/z4JzeWKc5Ls/s5Ggvx8Ym06TQOEUEE5s3sx803lQpahlMfpysb/1iWjW9fY8EN/7o1Zw0bOyTg8eRd5mRM+brXObXJ28dFygV/bwGoXqsG119/PZ1btOe26lUpfUNpZk97kUHDnubNZctZtmAJUaeiiIqKYvLMaT7LnMjp1+MxYqKjSU5OZsRzF9LMuzH3ORlTw/q3os1DcxCxVtjOm/QgN5crHvC4/Peot/hh/2FuLF2YlyZ34z/r4bqcOZg7qx2VKhbhpdkdWLBoN7VqlGLR0j28+toupkxoCcCU6VsAfJY56TdlyxTjy8jpVl/sO4tREV0cySlQIC8tmtWkQfgzJCef59kRD9CqTqmAfTPqqba07jabpORk5kx4wD2bko/SoVFlem34gUY9F9HmroqUKhbC1z8dZs+Ph+hzd20GTlpD3aqladpnCY1q38i4/k1Z9MEe5q/cxcnos5yKOctLS2u5MjaLFw/LkrnPVzs5nW+8n7VGD+/iyvOaG/NNoDI++Xw9AC9MnEbdO+tRsJCTTHsGw9WBZJb3zGAwBI+IjAPGAiNUdYpH+WtYQcUbgFuBL4F7VfV9+/x1wPdAJVUVj+8pMFFV02zMJCLhwGZgraq29ih/CCulQHNV3Sgi7YCPge6q6rkB1GtAD6C0qh73Y8v/gMOq2s7jes1VdaMT39gymwCbgCft3Ki+6nwA3KKqVTzKemPlqV2WEpQVkZ7AEqCiqh4IUI8RWBt6lVTVY3bZTVirbb9U1fAMvhuwX0TkMWABcKdHvtgcwF6s/lBeVX/PSOfba9+qX+xYftE2+mPfqUqZV8qEGgU2By3DTc7lcrKg/NKQJ/HvzCsZgiI7tbdb5Dm22xU554o5W03nzVXZj6NcekmiYKnM61yjZKex6VYfdsumqISyrshxg4K5/3RFjlvzlhvU7pzkipw9kb5XdWcZbsxbLs1Zuv+rzCtdBFKplityDP45ondmXuky8X/5i+1RVXceTgyXldo3Ftbtw1tktRoZkrv/ymzZv8zKV4Ph8vKYHVzbBbQCHgXGqWq0iOwCfgGm23Xigf7A9Q6uc5uILMHKKVsJmAhEegQCPwG2AvNFpBhWgLetrc/klMCriGzD2thqLxALNAZqAMsAVDVSRN7Cym36IrATK5dsOVtehKpe2JLTD6q6WUTeA14UkTJYgdhcWLlR16hqJPAp0FlEZmIFju/Aev3fzfdX3gGeB5bb9hTFWuGaJhDtol+WAcOB90VkJFZagn6As6RvBoPBYDAYDAaDwWAwGLIVJvhqMFxeOgFzgWeBaKxVls8DqGqSiHQCXgKWYr36PwvYgbVqNhAGAR2xcqTmBFYDT6acVNXz9urXSVivyRcBfgeetq+ZwhagC1aA8DqslAmDVXWOR53uWEHQ3sAorKDx78BaMsld6sUDti6PAE9h+WcXsNA+/xpQxr7O4/a5Dri4sZaqHhCR+7DaZRWwH8snI72quuIXVU0QkRbAPOBlrByxbwJrgPlu2WUwGAwGg8FgMBgMBoMhazDBV4Ph8vKTqjbxd1JVvwfCfZwa51VPfNTxJMYzN6qfa8UAA+2PvzoRWAHRjOScB2bbH8eoahLWCt2Jfs6fB0bbH0/KedVbihW8dqrHKqzAqyfrvOq45hdV/RVrNaw3r2aqrMFgMBgMBoPBYDAYDIZsTY6sVsBgMBgMBoPBYDAYDAaDwWAwGK5GzMpXg8FwSRGRnEBGK3XP26tEL6UOgpV+wS/2ytsrjhya6MoGIjUKBC8jO22qAlfn5kBu+Ti7bTrjBlejTdlto6zs5Bu3yGM2Xr7kZKe5OLvNoSUl+/iGRHfEZKd5a09k8HoA1A7/yxU5rm3clY02+DMbZV163Jq3ChL8pnrZaT43GK40zMpXg+EyoKrjVFUudYBPVSPt62y4lNcJkI1Yj/T+Posvgw6NM9EhUUTKXQY9DAaDwWAwGAwGg8FgMFxDmJWvBoPhUvM4EJLB+eOXQYc9QJ1M6hy6DHoYDAaDwWAwGAwGg8FguIYwwVeDwXBJUdV92UCH08DurNbDYDAYDAaDwWAwGAwGw7WFSTtgMGSAiISLiIpIeFbr4gQRqSki40SksI9zKiLjskAt1/HVTiISKSKRWaeVwWAwGAwGg8FgMBgMhmsdE3w1GK5uagJjgXTBV+BOYOHlVeey0t/+XPUkJSXTo8+LNGwWwZQX3k13flPkNzQIf4amrUdx8KCV5aH/oFcoXrY7C5esC0pOk1YjadJqJLfXH0SXe58GYNiQGTQP78PQwdPTfP/77w7QrHFvmjbqzd5vfwZg6uRFVCjbinFjXk53vUDkAJw9e45yN7Rk08Yd2cY34S1H0KTVSDZFfuNYTtfuUwlvOYKGzSLYv+/3gH3T46ERtGrWl/C7elKv9oNB2dTx3udp1Hw4zduOTi0LRJe+vcfSqEEPWjXry3/e+iRN/UDkDHxiIk0b9aZZ47R9wIlNvsoC1cdfP3bDpkDlDB08nZZNH6NRgx5s++Jr132TFTa51W/8yQl2XO7bf9CxnD/+/IcO94ynaetRLFq6zrVxmZU2uaWPtxy35mFwZ3xn5X3BDd9cqnYK1L/+5iyn+rgxpgAOHz5JvsL3ceAXKytV0aL5WLHsfrZt6UvOnGn3kb2pQmEWLbibxQvupuLNRfyWObXJe2xmZd+7FM+Pd3eZ6FiOG2PBLZvcGlO+9LnSn7V8+cZguNYwwVeDK4hIThExaSyuIFR1u6oezGo9LhWq+oOq/pDVelwOPvp4B5Ur3cDnG6fyxZc/cOTIqTTnJ0xZydrVzzF5fA8m2w9Jzw7vyrSJvYKWs3ntJDavncTDDzWlTduGfPW/H4mNPcOGyEUkJCSye9f3qd8fP+4Vli2fxBtvTWH8uFcA6Nm7M0ten5DOpkDlACxdtIqqVW/ONr4B2PDfCWxeO4mm4TUcy1m+ZAiR6yYzYdzDvDzv7YB98/qKyazduIDBQ3vQpl3DoGyaPeMxtmyYQsSQe5k570NH7bTk9Yms3biArg+2SS0LVM7QYT3ZtGUxry4cx6QJC4KyyVeZG/3YLZsClTN52lOs2/Qay9+ayrSpF/YzdMM3WWUTuNNv/MkJdlzOefljx3JGj3uDxa8OYtOnE+nTs6Ur4zKrbXJLH285bs3Dbt2nsvK+4IZvLlU7uTVnOdXHjTEFMOulj6hXp1LqcUxMPP0GfsTe747izROP12Xk6PVEjFrHE4/X9Vvm1CbvsZmVfe9SPD+2a1PHsRw3xoJbNrk1prz1uRqetXz5xmDIjohIYRFZLyI/2/8W8lMvWUS+tj8fXYxsE3y9RrBfPVcRqSYim0XkjIgcFpHxIpLDrtPTrlPO13e9ylREJorIcBH5DUgAqnm8/n2viCwVkVMiEiMiK0SkiJeMUBGZJyKHRCReRPaJyGAREY86BURkroj8adf5R0Q2iMgtHnWuE5ERIvKTXeeQiMwQkTwB+qiYiLxp6xslIq8DBX3UE1vPfSKSYPtxnoiE+vDRBBEZIiJ/2D5fIyLF7c9KEYkWkb9EJMLHdcrbfjtm2/W1iNztVaeSiHxg++Wc7ad3bJ/0BJbYVX+29UltX19pB0Skhi3vhIictW0cEYAP64jIuyJy0OP7k0Qkr1e9SBHZKiKdROQ7276fRKSLV71M+20GuqRJOyAieURkpn29WBE5IiKrPfuSXS9lHNS3/R9j96k53n1KRPKLyBQR+cW24YiIvCciJTzqBNWOF+P37bv20aJpTQDCG1dj5+79qefOnIknb57chITko17dyvzw458AlCqVfjG0EzkprF6zk/Ydw9m5Yy/NmtcDoGmzeuzc/m1qnahTp7mhTElKly5OdNRpAEqUKIJI2hUkQMByEhIS2bljL/Ub1Mg2vsmRQ2jR7lke7DGdkydPO5aTK5fVDWJjz1K1WsWAfZPC6lWRdOrcJCibypcrmapTzpw5AtdFhEd7jeHezk/x5x+HU+sGKqdc+dJp9HBqkz873ejHbtkUqJxcuXIBEBt7hmrVLwQO3PBNVtnkVr/xJyfYcVm9ajlHchITk/jjz2P0+/dLtO44lv0//+3KuMxKm9zUx1uOW/OwW/eprLwvuOGbS9VObs1ZTvRxa0wdPx5DTMwZyt1YPLVuQkIyp0/H44vQkOs5+k8sx47FEVIgt98ypz72HptZ2fcuxfNjp/b1HMtxYyy4ZZNbY8pbnyv9WcufbwyGbMpwYKOqVgQ22se+OKuqNe1Px4sRbHr+tccqYAPQGXgTeBYY41BWT6AdMNT+13O3+FmAAg8Co4COQOpPr3bgbA3QC5gBdAA+BV4EJnrImQl0AZ4DWgCPA1+TNii6HBht29MOmAz0AVYEaM/7QHtgJNAVSALm+qg30dZzva33NCxfrPEREHwYaIr1+vtAoCHwOvAB8C1wL/BfYIqItE35koiUAXYANYDBWP77H/CeiHgO7jVAaeAJoBXW5BCPNbbXAClLNe7HSjNwJ3AYH4hIXWAbcJN9zXa2nTf4qu+Hsljt0w9oDcwGenMhCOzJzcAcrPa/BzgAvC0iTXzUdaPfXg+EYPmkHZbP8gDbRKSkj/pvAL/Yur0CDABSA9EikhurD/wbWIrVdwYCJ4FCdh032jFToqLiCA3NB0BYaH6iouM8zsWmngNITj7vupx//olCBIoVK0R0dCwhoQUACA0rQFT0hb9KMgMAACAASURBVADg+fMXvqOa5vecdAQq541lq3ngobZ4k5W+eWfFcDavnUSHdnWZMHWlYzkJCYk0bBbBk0MWULdeNUc+TkxM5LvvDlDr9ipB+yY5OZmJU1fyeJ/WAesyZfpgNn++hCFDH2H4sJmp5532mzGj59F/wAOObfJnpxv92C2bnMjpet8QOrQdQNNmF1ZbueGbrLLJrX7jT06w47J+3cqO5Bw/HsO33/3O/LkDmDGlDxGjlroyLrPSJjf18Zbj1jzs1n0qK+8LbvjGW4Zburg1ZznRx60xNWveRwzs156LJUeOC8H5lEC9rzInNkH6sZnVfc+b4J8fw4KS48ZYcMsmt8aUJ1f6s5Y/3xgM2ZROwDL7/8uw4g+uYIKv1x6vqepEVV2nqkOwcn4OEZF0KzwvAgFaqup7qvqpqnq+h/O9qvayy+diBePCRaSZfb4tcBcwQFVn2PoMAhbZ+hS1690JrFDVRaq6RVU/UNWhqrodQEQaYgVKn1DV8aq6wb7eAOAeEal5UYaItLD16auq81R1rar2Br7zqlcYGAIsU9WBdr2Ztn13YQXgPIkHOqnqGlVdjOXvVsAnqjpBVTfYuh7DCpCmMM72b2NVXe6hz0ZgvK1LUawA5gS7DT5T1TdVtbuqJqjqMazgIcDXdpqB7arq+2d7eAE4AdRX1ddVdZOqvqqqAy7GhwC2HhNU9WNgC7AAKzjfRbxWPgMlgK6qukRV12BNdPtT7PMi6H6rqtGq+qiqvq2qnwEf2de8DutHAm/eVNUxdp96HvjEq153rP75oKo+r6rrVfVdVX1MVX+y64wjyHbMyCYReWbfzwdZtXo7MTFnAIg5fYaCYflT64SF5U89B/j8tXn6zPdp0mqkYzkffryDjvaqhdDQApyOibVkxMRRMCzEU9/U/+fIkfHtJxA5SUlJbFi/jVat/5VaPnPG60HZ5IZvChe2dL67Y33WfLLLsZzcuXPx+caprFwewfPPzXfk4y2f7aFR49qu+GbI8MU83K0JN1UoFbAuhQtbf2A1uKsWR49cyPnlxKZ5s9/klirlaXBXLcc2+bPTjX4crE3ByPnPuzP47ItljB39kqu+ySqb3Oo33nKCGQue4/Khni849vGtt5ShWLEw/rt2N5u37A16XL7/4bYstclNfVLkFCkSwqNPzA16Hv7+hz+A4Md3MP3GrfuCG75JkeFWOzm9L0DaOSsYH7sxpqKiYjn49zFuu7UsF4tnsOr8efVZdvTw+qDHZoe2dWjednSW970U3Hp+DFaOG2PBLZvcGlOeXOnPWt6+ualCKZ92GgzZhBKqmrJY7QhWzMIXeURkt4hsF5GLCtCa4Ou1x0qv47eBAkBVB7I+VdWzF3mdd4DzWMEqgEb28Zte9ZYDuT3q7QJ6ishIEblDRHJ61W+NlfLgXftV++vsV7VTMpQ3ukhb7gSSgfe8yt/2Oq5v67fcR70koLFX+XpVTfI4TgnKrU0psM8fAMp41GuNtSI22suutUANsVIcnAB+xVo1+5iIVMzcTN+ISD7gX1iB7jOZ1c9ATqiITBWRX7ACz4lYK0gF8Nbvr5QgOoCqJmP1k7o+VhC70m9FpIuI7BCRKKz2irPlVPZRfY3X8V6slb0ptASOqGpGOV4uSTuKSF8R2Q10LVwohPlz+rPR3jwh8rO91Kl9QUT+/Hk4ey6B2Niz7Ny1nyq3lEkn75nB97B57STHcj5cvYO7O1pDtl79amzetAuAzRt3UKdetdR6hQqHcvDgUQ4dOkZI6IUHNV8EIufo0ZP89ecROrYbyNtv/pcxo+bRs3fnoGxywzcpD59fbPuRpuHVHclRVRITrSkkNDQfefNe78jHH63aTEc75cDgIT0c27Ro6TpEhB4PNQ24nSyfWA/9+/f9TljBCw/9gcrZsH4b27d/w/CRjwZlkz873ejHwdrkVE58vPWbTYEC+cifP6+rvskqm9zqN95ynPrGe1xWq1rOkZx8+a6nQIE8nDkTT7cujbnrzluDHpdO5yy3bHJLH085b78+zJV5uEL5ko76jTfBzKFu3Bfc8o3b7eT0vuA9ZwXjYzfG1L79f7P/50O06TiW9Ru/5oknL+TR9Ed0TDzFi+enaNF8xMUl+CwrUapF0GNzQL/2NG9aM0v7niduPT9m9Tzhlk1ujSlvrvRnLW/fGK5sND6ZxF+jsvUHKGoHRlM+fT1tECuN5Xc+Pp3S2Gr9iubvNZgbVfUOoBswS0Ruysx3ZoOkaw/vLPEpx6UdyPL5+rqv66hqgoic8rhOYeCkj5V9RzzOg/VK9xGsV9cnAifFysU6yg4SFscKhsbhG+/Vlv4oBZxS1cSM7PDQK43tqpokIic8zqdwyus4IYNyz3yixYEe9scXRVQ1xl6xOw4r1UIRsfLvTlfVzJ8U01II68eYYDfgWgI0x0oJ8DVWu9QFXiKtfZDetylluYFiXueD7rci0gH4D9brA88Bx7F+APivD93ASh/gSTxW6oIUigB/Z3LZS9KOqroAa1Uxd9xeUTu0q8v7fWfTsFkEbVrVplSpwnz9za/s+eoAfXq2ZOSw+2nZfgx58uRm6WtPATBx6kreWvkZqnDo8EnGjHwAJ3JiYs4QFR1L2TLFOAfUur0KefLkpnl4H6rXqEyZsiWZOnkRESP6MHpMP3p0szI3zJxjpTleungVC+a/w6lTMUSdimHWXCutTiBySpcuztbtbwAwYfyrNPhXTQoVCoXE045scss3zdqMJm/e3OTJk4slr1plgcqJj0+kTadxiAgiMGPuWG6pUj4gH6sqO7bvTT1OwYlNA56aT907KtGk1Uga3VWVEeOfCUiXXj1GE3UqBhFh9rwL6aQD7TdDnppOSEh+Wjd/nIqVbmTeK6Mc2+SrzI1+7JZNgcp5uNtwoqNiSU5OZvyEgUG1t3dZ8QpZY5Nb/cafnGDH5byZ/Rz7eFREV1p3HEtSUjJzZvSlRvXyQY/L557tlqU2uaGPLzmjh3dxZR526z6VVfcFt3xzqdop0PuCvzkrq8ZU2TLF+DLS2gm+V99ZjIroQtc+yVyXMwdzZ7WjUsUivDS7AwsW7aZWjVIsWrqHV1/bxZQJLQGYMn0LgM8yt+abm28qlWV971I8PwbT3m6MBbdscmtMeeszbOyQK/5Zy9s3BsMl5rgdGPWJqjb3d05EjopIKVU9LCKlgH/8yPjb/vdXsfaZqcWFt459y84sn5Hh6kCsjZXGAjep6q8e5c2wcmk2xMrt+RZQWVX3e9SZCwxUVc+NsBSYqKqjva4TDmwG+tiv2aeU5wbOAmNVdYKITMN6fT+vZwDW4/sdVXW1l+wbgfuAKcCLqhohIlOAQbb+vjikqof8nPOUPQYrYJjXMwArIo9g5fNsoqqRdl7WNUBzVd3oUe8627459mvxPn0kFzbBqqiqBzzKI4HrVPUu+/gI8Dkw1Y/Kez3TB4j1rkgNrJyjfYC2qvqJv+t56Pecqo6zV76eBqap6kVvsOUlLw8QC4xT1Qke5b2Axdg+9LC3gqqW9ZLxPDAMqx3OX0y/VdWtHv3G+xqoarh9vAKoq1by7BQ5ubDabbmq9rTLfPosRZeUcSAibwHhqur33Rm32tGffLCCr7u+eDGjKpeNc7mc/IZz6ciTmFls/MrDLR+75Zvs1OZXo01uYXzjn6txnjD4J7vNoVcjV6OPa4f/5YqcPZG+VzYaDBmRne69bo3LHPk67skoOGbIvtxeMky3Plw/q9XIkPwvrHPcv0RkOnBCVaeIyHCgsKoO86pTCDijqvFipRDchpVq8oeMZJu0A9ceXbyOH8AKmO0F/rDLUn+OsoOKLV24zv1Y/W2bffyZfXy/V72HsFaBbvMqR1X/UNUZtq4pOn6KtWoxTFV3+/hkGni12QbkxNoAy5MHvI632/p5l3fFWkkeeZHXy4xPgepYuXN92ZUmb6tafA08bRel+CelXt6MLmavIt4KdBeRDOtmwPVYPvRePdzTT/0yIpI6c9spJe4Hdqqqd8b5jPrtxZIPK9WAJw/bOjthHVDSXlHrD7fa0WAwGAwGg8FgMBgMBsOlYwrQQkR+xnqjdwqAnQJzoV2nCrBbRL7BWgA2JbPAK5i0A9cij9n5NHdhbfz0KNZKxWgR2YW1VHq6XSce6E/aV60vlttEZAlWbs5KWCkDIj1Wi36CFeybLyLFgO+xNuF6FJisqscBRGQb1sZIe7GCbY2xVgYuA7BXo76FlfP1RWAn1qvk5Wx5EZ6reP2hqutFZCvwqv3rxc9YAdWqXvVOisgMYISIxGG9sl4FmGDb450n1CljbFu2iMg84Hes1ABVsVaM9haR6sBsrFfpD2AFEXtiBRg32XJSJoEBIrIMKzD6rZ+NnIZiBcW32TYeBCoANVX135kpbPeh7VgbYR3Geq2/N/5TAxwF/iMiY7E2HHsCq6884aOu336bmV4efAp0FpGZwMfAHVhpLaICkOHJcuAx4C0RmQzsAEJs/WaptemWW+1oMBgMBoPBYDAYDAaD4RKhqieAZj7Kd2PFIFDVL4Fq3nUywwRfrz06AXOBZ4ForKDh85Cat7QTVn7OpVg5L2dhBZXGBnidQUBHrIBSTmA18GTKSfuV8nbAJCACK3/m71gr/mZ5yNmCtepxOFZ//RUYrKpzPOp0xwqi9QZGYQWNf8fa1MhXXlF/3APMwcq7mYwV9B0IrPKqNworWNgPKzh9AngdGOFjxaYjVPVPEbkDKw/oJKwcqCeA77ADz1i5cP/E8tkNwDmsIHV7Vd1jy/nGfl2+L1agMAdQHss/3tfcJSL/AsZj9ZHrsVZDLwlA9QeBV7D60FmsjbIGYQU7vTkATLPtq2jr9KCqbvZR12+/DYDXsDY16w08jhXI7QB8EKAcAFQ1UURaYo2Nvva/J4AvsPPFutWOBoPBYDAYDAaDwWAwGK5MTM7XawSP3Jm5VNX71Ws3rxOOtfS6hapuuFTXMVzZeOe4zaDeOC5Dv72SMTlf/ZOd8sW5RXbLpZed2vxqtMktjG/8czXOEwb/ZLc59GrkavSxyflqyEqy073X5Hw1XO05Xy8lJuerwWAwGAwGg8FgMBgMBoPBYDBcAkzaAcNVj72Rk2RQ5bxb6QKuVkREyGRjKrMyNWs4L7lc+UU8O60wMav0/JOd2ulqJTv1v+ykS3Yju/nmahyb2ck32UkXN3HDrqiEsi5oAiUl3V63jshzbLcrclyhYClXxLi1YtW1FbSrXPgT3iXfEHXYHTlu6XMVkp3ud1fj84TBcLkwK1+vEVR1nKrKpQ6QqWqkfZ3slHJgI9ZGU/4+i7NOtSuGR8jYh4mBCFPV8MxSDtj1Lku/NRgMBoPBYDAYDAaDwWC4FJiVr4ZrgcexdqH3x/HLpcgVzGqgTlYrYTAYDAaDwWAwGAwGg8FwJWGCr4arHlXdl9U6XOmo6gngRFbrYTAYDAaDwWAwGAwGg8FwJWHSDhgMhmyPiPQUERWRclmoQ0ERGScit/s4FykikVmglsFgMBgMBoPBYDAYDIZsjAm+GgwGw8VREBgLpAu+Av3tT5YxbMgMmof3Yejg6WnKv//uAM0a96Zpo97s/fZnAHo8NIJWzfoSfldP6tV+MLVuUlIyPfq8SMNmEUx54d1019gU+Q0Nwp+haetRHDxoZevoP+gVipftzsIl6xzpMvCJiTRt1JtmjS+UualLoPr4KgtUBsDZs+cod0NLNm3c4ViXqZMXUaFsK8aNeTlNXSe+6dp9KuEtR9CwWQT79h90LKdJq5GEtxxBk1Yj2RT5jWv+DVSOm/2m473P06j5cJq3HZ1a5kQOwOHDJ8lX+D4O/HIoYJvAd7/JTBdf/d6fflfqWPAn20k7XUrfuDFvuTUu3ZITqG/cnLeCvb+AszHlzzdNWo3k9vqDuLvLRMdyfJW5NabGDhtN5xbteXboyDTls6e9SK2bqjL1uUmpZadOnuLxh/twf5u7mT3txaB8A+nnvqSkZHr8ezENO01jytxP08npP+JNilcdwsIVWy/I3voTDTpMoel9Mzh46JRjOV0fX0D4PS/QsNM09u0/6Mim2S99RP1GQ2kQ/gzbdvzk2De+7r1Fi+ZjxbL72balLzlzpt0P+KYKhVm04G4WL7ibijcX8VvmxC++ylx9nghQH4DDR6PJV2EgB377xzV9svI5wFeZG3LcsgncedZyQ4bBcC1igq8GwxWAiOQUEZMmJJuiqj+o6g9Zdf2v/vcjsbFn2BC5iISERHbv+j713Phxr7Bs+STeeGsK48e9AsDrKyazduMCBg/tQZt2DVPrfvTxDipXuoHPN07liy9/4MiRU2muM2HKStaufo7J43sw2X74e3Z4V6ZN7OVYl6HDerJpy2JeXTiOSRMWuKqLE318lQUqA2DpolVUrXpzULr07N2ZJa9PwBsnvlm+ZAiR6yYzYdzDzHn5Y8dyADb8dwKb106iaXgNV/zrxDdu9pvZMx5jy4YpRAy5l5nzPgzKN7Ne+oh6dSo5sgl895vMdPHV733pdyWPBX+ynbTTpfKNU32828+NcemmnKyct4K9v4CzMeVLl81rJ7F57SQefqgp7drUcSzHu8wtm7796hvi4uJYtf5jEhMT+XrPV6nnuj3SnXmL56ep/+Kk6QwdPZx3PvmAQcOeDso3kHbuA/ho3TdUvrkkn384jC92HeDIP9Fp5Dz7VDumPXtvWtmz1rD2raeYPPIeJs/9xLGc5fP6EPn+UCYM78yclz92ZNOyNzbyZeQ03lkxnOkvvu/YN77uvTEx8fQb+BF7vzuKN088XpeRo9cTMWodTzxe12+ZE7/4KnPtecKBPgCzXttAvVrlXdUnK58DfJW5Icctm9x41nLrec1guBYxwVeDwQXs19FVRKqJyGYROSMih0VkvIjksOv4fHU+5bteZSoiE0VkuIj8BiQA1UQk3D53r4gsFZFTIhIjIitEpIiXjFARmScih0QkXkT2ichgERGPOgVEZK6I/GnX+UdENojILR51rhORESLyk13nkIjMEJE8AfroouSISAURWWP78JiIzAau9yFPRWScV1k5u7ynV3ljEVkvItEiEici34hIH4/zD4jIJvt6sSLylYg84ikX+M0+fM2+Rup1fKUdEJHKIvKBiESJyFkR2S4irb3qpPSbirbNsSLyh4iMSek3F8POHXtp1rweAE2b1WPn9m9Tz0WdOs0NZUpSunRxoqNOp/ne6lWRdOrcJPV4+659tGhaE4DwxtXYuXt/6rkzZ+LJmyc3ISH5qFe3Mj/8+CcApUoVDkqXcuVLA5Ar13XkzHnBZDd0caKPr7JAZSQkJLJzx17qN6gRlC4lShTBY7gG5ZtcuazfbmJjz1K9ajnHcnLkEFq0e5YHe0zn5MnTrvjXiW/c7Dfly5VMJ8uJnOPHY4iJOUO5G4s7sslfv8lIF0jf7/3pdyWPBX/9JtB2upS+caKPr/ZzY1y6KScr561g7y9OxpQ/XVJYvWYnndrXcyTHV5lbNv1v1x4aNW0MQMMmjdi9Y1fquWIliqdrk30//MTc6bO4r03nNHXdmPsAtu/5jRaNqlhyGlRm51e/p7l+qRJhaY7PnEmwZBfIQ73by/PD/sOO5ADkypUTgNi4eKpXLefIpnI3liA+PpGo6DgKFw5x7Btf996EhGROn45PpzdAaMj1HP0nlmPH4ggpkNtvmRO/+Cpz7XnCgT7HT8QSE3uOcmUu/Pnihj5Z9RzgT7YbctyyyY1nLbee1wyGaxEzAgwGd1kFbAA6A28CzwJjHMrqCbQDhtr/HvI4NwtQ4EFgFNARSF2CYAfu1gC9gBlAB+BT4EVgooecmUAX4DmgBfA48DXWK/YpLAdG2/a0AyYDfYAVAdqTqRwRyQ2sB2oBA2wflLe/5wgR6QRsBHJj2dcJWAzc6FGtApb/HsJqu9XAQhHpZ58/DNxj/38ycKf9WePnmv8HbAVqAAOxfBwFrBGRNj6+8gGwyb72Kqz2eMRHPZ9ER8cSEloAgNCwAkRFXwgGnD9/PvX/qhdi/ImJiXz33QFq3V4ltSwqKo7Q0HwAhIXmJyo6zuNcbOo5gOTkC3KD1QVgzOh59B/wgKu6ONHHV1mgMt5YtpoHHmobtC7+cOKbhIREGjaL4MkhC6hft7JjOe+sGM7mtZPo0K4uE6audMW/wfjGrX6TnJzMxKkrebxPa8dyZs37iIH92ju2yV+/yUgXX/jT70oeC/76QKDtdCl940QfX7gxLt2Uk5XzljeXY0xlpMs//0QhAsWKhTmS46vMLZtioqMJCbGChCGhocREx6Sr48nuHbv499BBvLJ0Ac+PGheUb7znPoComDOEFshryQnJS1TMmQz1sepf+C0+RXagcgASEpJo2GkaT45+m/p1KzuyKbxxNarU7E+rDmN4sn97x77xde/NiBw5LgTJUwLmvsqc+MUXrj1PONBn1sINDOzVJE2ZG/pk1XOAP9luyHHLJjeetdx6XjMYrkVM8NVgcJfXVHWiqq5T1SHAQmCIiBTM7Is+EKClqr6nqp+qquf7Sd+rai+7fC7QDwgXkWb2+bbAXcAAVZ1h6zMIWGTrU9SudyewQlUXqeoWVf1AVYeq6nYAEWkIdAWeUNXxqrrBvt4A4B4RqXlRhly8nEewAqH3qOoSVV2DFZDM+K8I/9cVYDZWQLmJqr5tX3u2qqYGxVV1kqq+rKrrsIKg44GlwBP2+Xgg5R2+X1V1u/055ufSTwOFsNpvuaquxgo4HyBt8DuFGXY7bbDb6TuswLo/u/qKyG4R2X38+ClCQwtwOiYWgJiYOAqGhXjWTf1/jhwXpvwtn+2hUePaAMyc8TpNWo1k1ertxNgPzDGnz1AwLH9q/bCw/KnnAL+/XjvRZd7sN7mlSnka3FXLVV2c6OOrLBAZSUlJbFi/jVat/+WKbzwJxje5c+fi841TWbk8god6vuBYTsoKoLs71uf7H/5wxb9OfeNmvxkyfDEPd2vC+x9ucyQnKiqWg38f47ZbyzqyyVe/uRibfOHPzit5LHiXOW3vS+UbN+attev/58q4XPPJLtfGtxPfeJNV9xenYyojXT78eAcd29dj+sz3Xet/bo2pkNBQTp+2giCxp08TGhbq04cpVLj5JireUoliJYqTI0cOXp45z5W5b+GSdTS5dwarPvmamNizlpzYsxT0CA75Iiw0LzGx51KPDx2JciQHIHfu6/j8w2F0aFGd5m1HB2xTTMwZVrwVyf6989n+2Qt07T7NlXvv2OczX7PgGbA6f17TlS1b+jI//zjLkV88mf7yWveeJxy0U1T0GQ4eOsVtlf8PgIUrtgatT4e2dRy1dwrBPgd4lx06fCJoOdNnvs/e738P2qabKpQCgn/WckuGwXCtYoKvBoO7rPQ6fhsoAFR1IOtTVT17kdd5BziPFUwFaGQfv+lVbznWCtCUeruAniIyUkTuEJGcXvVbY6U8eNdOG3CdWLlnU3a/aHSRtlysnDuBv1KCvwCqet6HvRdLZawVrgttOT6xX/t/S0T+BhLtz6P2953QCNiuqgdSClQ1GXgLqCki3n8Vea+g/Q4oix9UdYGq3qGqdxQtWoh69auxeZP12uDmjTuoU69aat1ChUM5ePAohw4dIyT0wsPaR6s209FOOTB4SA82r53E/Dn92WhvshL52V7q1K6YWj9//jycPZdAbOxZdu7aT5VbyvjULVBdNqzfxvbt3zB85KOu6+JEH19lgcg4evQkf/15hI7tBvL2m/9lzKh5nDoV40gXb5z6RlVJTEwCIDQ0H9WqlnPs45QH/C+2/UiF8iVd8a8T37jZbxYtXYeI0OOhpjwz+B5Hcvbt/5v9Px+iTcexrN/4NU88+UrQ/aZn786Z6uILf3ZeyWPBu8xpe18q37gxb7Vqcbsr47JpeHXXxrcT33iTVfcXp2MqI10+XL2Duzve6Xie8FXm1piqXfcOtkZ+DsDnm7dQu+4dPn2YQoWKFTh6+Ahn4uJISkqm/+CBrsx9e776hc3vDWH+tIfYuNXaqCryi33UqVkuQ33y57vekh13jp1f/UbLJrc5kmPd75IBGNArnOZNawZsU44cQr5815M7dy7CwvJRokRBV+69efOmy6CVjuiYeIoXz0/RovmIi0tIV3bPvX2oWOWpgP3izTP9W7n3POGgnfb9cpT9vx6lTbfZrN/yI3u+/SNofQb0a++ovcGd5wDvspbNnc3pnmWN76rKg10aB21TCsE+a7klw2C4VjEb+BgM7uKdPT/luLQDWYcv9jqqmiAipzyuUxg4qaoJXt874nEe4N92WW+sFZknReR1YJSqngGKYwVr/b3nWsRPuTcXK6cU6X2In7KLIUXuQX8VRKQAVqqDM8Bw4BesQPETWH5xQmEurJT15AjWiuZCpF3Ne9KrXjxw0Tl1a91ehTx5ctM8vA/Va1SmTNmSTJ28iIgRfRg9ph89uo0AYOacCMD642TH9r2pxyl0aFeX9/vOpmGzCNq0qk2pUoX5+ptf2fPVAfr0bMnIYffTsv0Y8uTJzdLXngJg4tSVvLXyM1Thz38SGTm6b0C6DHlqOiEh+Wnd/HEqVrqRea+MckWXQ4dPMmzskIB946ssEBmlSxdn6/Y3AJgw/lUa/KsmhQqFOmqnpYtXsWD+O5w6FUPUqRhmzR3uyDfx8Ym06TQOEUEE5s3s59jHzdqMJm/e3OTJk4slrz5FkXLB+9eJb9zsNwOemk/dOyrRpNVIGt1Vleee7RawnLJlivFlpLXrb6++sxgV0YUbbnGh3ySezlQX734/ZuQDPu28kseCv37jpL0vlW+c6uPdfiOeuS/ocenW+HbiG7fmLW/fBHp/CWZM+dIlJuYMUdGxlC1TzNX+V7xC8GMqKgGq16rB9ddfT+cW7bmtelVK31Ca2dNeZNCwp3lz2XKWLVhC1KkooqKimDxzGkNHRdC/1+OcO3uOp0cMdWyTr7kPoEOLGry/ZikNO02jTbOqlCoRfRjWpAAAIABJREFUxtff/cWeb/+gT7e7mDj7v7z1wU6r3x+NYszT7Rn5ZFtaPjCLPNfnYumsXo7kDOvfijYPzUHEWoU3b+6T3HxTqYBsKlAgLy2a1aRB+DMkJ5/n2REPOPKNr3tv935wXc4czJ3VjkoVi/DS7A4sWLSbWjVKsWjpHl59bRdTJrQEYMr0LQA+y5z4N13Z+Mfce55woM+Xq625oddTSxk1qK1rPg60vcGd5wB/9xc35JQqWcgVm9x41nLrec1guBaRzHI0GQyGzLE3fhoL3KSqv3qUN8PKAdsQuAFr5WNlVd3vUWcuMFBVPTfCUmCiqqbJdSoi4cBmoI+qLvYozw2cBcaq6gQRmQYMAfJ6BmA9vt/RfhXeU/aNwH3AFOBFVY0QkSnAIFt/XxxS1UN+znnKvig5IrIYaK6qaVZ9ishYYBxQXlV/t8vO2XqO9KhXG9gN9FLVpSJSGfgJ6Keqr/rRrQXWCtyGqrrVo3wZ0COlXTw23XpMVRd6yYgEUNVw+3gnEK+qDb3qjcPKAVxQVWM8+k0uVU3yqLcUCFfVcn78lcrttW/VL3Ysz6xapuRJ/DtoGedyOfmNIT1u6ALu6ZOdcMs3bpGdfHw1+saMBf9kN99kt/7nBtnJN9lJFzdxw66oBL8vygRESdnmihyiMlo7cJkpWCqrNUhD7fC/XJGzZ5UL66fc8o1b7Z3N2upqJDs9C+TLVXuPqma8RN+QLbm9ZJhufbh+VquRIflfWJct+5dJO2AwuEsXr+MHgFhgL/CHXZaagsB+9b6lC9e5H2s8pzw5f2Yf3+9V7yGsVZ3pnrBV9Q9VnWHrmqLjp1grMMNUdbePT6aB1wDlbAPKiEjqjG5vHuZtL1j+9E7n0M7reD/wO/Co+Np+2SIlMVWixzULYW3M5UnK1rR5/cjx5DOgvh2wTZGZEyvv7Veq6iiHrcFgMBgMBoPBYDAYDIYrC5N2wGBwl8fsYOEuoBVW3tBxqhotIruwXmmfbteJB/oDmSeBSs9tIrIEK6dsJayUAZGqutE+/wmwFZgvIsWA77E24XoUmKyqxwFEZBvwEVbANRZoDNQAlgGoaqSIvIWVq/VFYCdWLtlytrwIz1W8/ghAzjKsV//fF5GRwD9Ym4n52jnibWC0iIwCtmOtqk2zSZWqqog8BbwPbBKR+cAxoApQXFXHAl9ipQB4yV5hmx8YDRwHwjzEHQVOAA+IyLdYKRR+U9UTPnSbCfQE1tsyY7DauhLpA8QGg8FgMBgMBoPBYDAYrlLMyleDwV06AS2wAprdgQnA8wD2a+WdgL+ApcBLWLlGlzq4ziCs3KH/ASYBH+OxytXeXKodVjAzAmtDp3bA04Bnsp0tWKtKV9h17gMGq+psjzrdsV75vw/4EHgXGAj8TGC5WDOVY6dIaAF8Dbxs6/8blh+9mQzMs2WswgqoPuxdSVU/tGUCLMJqm75YK2JR1WPA3UBOW6fJwEKszck85ZzHCl4XwkolsQvo4MtQeyXvXVhB71dsuYWBdqr6qU/vGAwGg8FgMBgMBoPBYLjqMCtfDQZ3+UlVm/g7qarfA+E+To3zqufvFfkUYlS1Z0YV7FfbB9off3UisIKzGck5D8y2P465WDl2zty2Pk696lXvHFYQepBXvXS+U9VNwKYMrrkJqOXj1DivequwAr3e3w/3UbYP6Ozvmnadcd7XsMt7ZvQ9g8FgMBgMBoPBYDAYDFcGZuWrwWAwGAwGg8FgMBgMBoPBYDBcAszKV4PBEBT2RlIZrdQ9b696NVwCciTFkefY7uAFubDLrFu7SB/RO12RUzLRpZ2bsxFX647fhktLdtsNPTvtuJzdxoIbvnHLJrfkZCebshtu2FVSsplvXNq1Xvd/FbSMzF4ju2hcsmnPKnf+9K7dOSloGXsig9cDQP854oocccnHbuDac2g2u2derfOowXClYFa+GgwuoKrjVFXsvK6X8jqR9nU2XMrrBMhGIDGDz+KsU81gMBgMBoPBYDAYDAaDIeswK18NBkOwPA6EZHD++OVSxGAwGAwGg8FgMBgMBoMhO2FWvhoMXohISRH5SEROioiKyFOX+frl7Ov29CjrKSK9L6ceF4uq7lPV3Rl8fr/UOtj+Gnepr3OpEZHOIvJ0VuthMBgMBoPBYDAYDAaDwR3MyleDIT1jgMZAT+Aw8Ptlvv5h4E7gF4+ynljj1bzC75s7gYNZrYQLdAaaAy9mtSIGg8FgMBgMBoPBYDAYgsesfDW4iojkFJErPahfBfhGVT9Q1e2qGlQmeRHJJSIXnfNfVePt6x4L5rpu65Wdsf11NQRfHZGUlEyPfy+mYadpTJn7abrz/Ue8SfGqQ1i4YmtqWdfHFxB+zws07DSNfQeOXJDT50UaNotgygvvppOzKfIbGoQ/Q9PWozh40Mom0bX7VMJbjqBhswj27T/oWI5n2aG/DwEwdthoOrdoz7NDR6b5/uxpL1LrpqpMfW5SatmzQ0dyT6uOtGvcip3bdqT1TYC6NGk1kiatRnJ7/UHc3WWiYzkd732eRs2H07zt6NQyp/qEtxxBk1Yjidy8E4BhQ2bQPLwPQwdPT/P97787QLPGvWnaqDd7v/0ZgL69x9KoQQ9aNevLf976JCjf+CoLRJf3311Pwzt70KhBD1Z/FJmmfiByBj4xkaaNetOs8YUypzZdij7sxDdTJy+iQtlWjBvzcpq6TnQBOHz4JPkK38eBXw6llgUypnyVOdXnjz//ocM942naehSLlq4L2DcnT0bT/cEI2rR4nKmTFwWli+d42hT5jWM5bo5v7/kmq3zj1ljw5ZtAbBo6eDotmz5GowY92PbF10HZ9Mabm2kQ/gxtOo7lyJFTWe4bt+4v/Qe9QvGy3Vm4ZF2W6wLp5xs3xmZSUjI9Rr1Ho56LmLr483QyOj65gsa9FtGi71IOHo0G4GT0Gbo+s5Lmjy1l0mufXdAlwGekPw6eoEOPeTS9bwaL3tzqmk1O9fEuK1o0HyuW3c+2LX3JmTPto/xNFQqzaMHdLF5wNxVvLuK3zHWbAmyr9dt+ocHDr9Hs0SX89NuxoPTx7MdZdc/86fsf6dS8HR2bteWHvd8H5ePZL31E/UZDaRD+DNt2/ARk3fOEL13c6jcGw7WGCb5eY4jIOPsV7WoisllEzojIYREZLyI57Do97TrlfH3Xq0xFZKKIDBeR34AEoJqIhNvn7hWRpSJySkRiRGSFiBTxkhEqIvNE5JCIxIvIPhEZ7BkYFJECIjJXRP606/wjIhtE5BaPOteJyAgR+cmuc0hEZohInov0TTnbvnCgoa2/2uXpbLe/s1REfveWISL9RWSaiBwC4oGCHn6tb/shxtZxjqeO3mkHRCQSayXuvzx0ivTXJoHqZZ8vb+t0zPbd1yJy98X4zeu6FyVHRB7waKfvReRuEYlMscuuE2g/HOddJ6N+btdL6aedReRVsVJNRInILLF+SKgjIltFJM7Ws5UPWxqLyEYROW3XWysiVb3qRNpymovI/2x9vvP0jfw/e+cdHlXxNeB3iARISEILkB8dBUSp0vkglICAdEVQmkAUEFBBSuhFA6FIE5TelKKgSBGUEhKK0ruCgCIiHYRk00hjvj/uTbLZbEL27tVEmfd58sCeO/fcc87UnZ07I8RK4A2gmFU+X8lM3LfsPE2FZ4qyf/MIfjj6K7fuhKe6Pm5wa6aPeyWVbPV8f0I3DiNwZAc+XrZH0/PtYSqUL87+4Gn88OO55C+qSQROXc+OrZMI+qAnQfpga/WKoYTuDCJwYg8+/vRbw3qsZfM+msOZk6eJiopi065viY+P59TxlFOPu77RnfnLF6bSOT5oEht3bGHR50uZN2NOSmwM2BKyYwohO6bQo1tTWreqZVjP3JlvsW/3VAKGvsLs+ZsN6wHYvT2QkB1TaNykNidPnCcyMprdocuIi4vn2NGUQf4HExewavUUPl83lQ8mLkiWr/hsMjuCF9Pl9VZOxcZW5qgt8+auZUfwInYEL2benDXJaR3VM2xEL/bsW86ipROZErjYKZ/+jjJsJDa9+nRgxWeB2GK0zMz5ZAt1apVP/uxonbInM2rP2Imfs3zRe+z5fjL+vV50ODZTPlzMuAn9+W7XIgJG+Tsdm6T61LRxVcN6zKrftu1NVsbGrLpgGxtHfQqaPpide5awet00pk9LeeHHUVsSEhJZsHg7+4OnEjixB9NmfZ3lsTGrfxk3sgvTJ/d2Kr/NsgXStjdm1M0tey/wbOlC7Fvpz4GTV7l1LyKVjrkBL7F3hT8jejdkzmrtVPkPFoYyaUATdi/pxei3Gmm2GBgjjZ26ieWz32DPV0Px79rANJ+M2mMrs1hi6T9oC2d/uo0tb/erzeixuwgYs5O3+9VOV2aqTwbyKnBxKLsWv8HqoE5MXBBi2B7bcpxVfeb0D6fy6crFLPp8GdM/nOpUjFd9HsyPodPZsGYkM2ZtzNLxhK0tRvVA2nKjUDxpqMnXJ5dNwG6015zXAuPQXrc3Qi+gNTBM//eG1bU5gAReB8YA7YDkVlifCNsG9AZmAm2B79Feu55spWc20BmYBDRHO+TpFPrkoc5qYKzuT2sgCPAH1pA5kl73PwOc1P9fT5c7yhigPNAX6Ag8tLr2OdqWAi8DC4CBwKgMdA3Q7TljZdMAAzbZtUsIUQI4DFQFhqDl0QngayFEu8wqzqweIUQztDy6hBaDGcBcoIJBnzIis+V8DhAFdAHmAe/pss/Qtnp4GbgPbBRCFLLypTUQDEQC3YGuaIeP7dfjYc3TaH7O0vXdBDYIIZ7Rr38IbAfukpLPmZoAP3T8d5r7VgSgcf0KHDl5JdV1nyJeae7JmdMFgMioWKo8V1zTc/QCzZtW0/Q0qsyRYxeT00dHx5IntyseHm7UqV2Bc+ev6nq0he6RkTFUqVTakB5b2cXzFzhx9Di+TbUvTg2b+HLs8NFkHd5FCiNsFm3nzJkTgKjIKJ6r/HxKbAz4lMTWbUdo36aOYT1lShdNjpGLSw7DenLkEDRvPY7Xe87g/v1wjhw+i18zza6mfnU4cuhMso6wBxEUL1GUYsUKEx6mf/kRgjd7j+eVDoO5+kdKc+ZsPp07f9VhW8qWLU5U1EMiI2Pw8HRPTuuontJliqWJrdH4/h1l2EhsihQpmKZcG/Xp3j0LFks0pUsVTk7raJ2yJzNiT3x8An9cvUv/dz6hZbsJXLx03eHYnPv5N2ZMXUHLZn05fPCMYVvAtj5FGNZjVv1OIqm9ycrYmFEX7MXGUZ+S2vPIyGgqV0mZDHHUlr/+slC8WEFcXFyoWqUMh/RVW1kZmySc7V98fAqk0peVtthrb8yom4fPXKNZ3acBaFKrNEd+up7K7jLF8gOQ86kcuOTQ6uDPv90haNl+/N5cwcHTf2q2ODhGio9P5I9r9+k/YjUtX5/Lxd9um+aTEXvsyeLiEomIiE2TDsDTIxe370Ry924UHnld05WZ6ZORvAJwz+OKj7cHl689MGxPEknlOKv6zPCwMIoVL4bP/3ywhKdMqBuxp3SpIsTGxhMWHkWBAh5ZOp6wtcWoHnvlRqF40vi3vx6uMM4SKWXSz3I7hRCewFAhxJyMbkoHAbwopYxJFghRUf/vz1LKpJ/mvxdC3AdWCyH8pJTBwEtAA6C3lHKllT3uuj2zpJT30Cai1kgpU96pg2+sntcQbeLsDSnlZ7p4t9XzqkkpT5EBUspY4JAQIgJIkFIestLvQDgAuA10lFImr9C00rFWSjnBysY6aJPTE7CDlPKcEMICPGVtk0Hs2TURLQ8bSSn/0sU79MnDD4AtmdSdWT2TgF+A9lLKR7oNvwAHgQsG/UqPdMu5lDLMKt0eKWXSQVe79EnVQUBDKeUB3cabwGm0if1Vetq5wF4pZfskRUKIEOAyMBSwPqytEOArpbykpzuBNgHbGZgipfxNCHEXiHM0n8Ms0XjmzQOAl0cewizRj70nLi4Bv1dnceN2OBuX9df0hEXh6emm6fF0Jyw8KuUZYZHJ1wASEx/peuLxazWWGzfvs/GL0Yb0pJUlYgkPp1TpUgB4eHpy4fzji0af197g1LETfLw05TUrIz4B3LkThhDg7e3llJ7ExEQmT1vPwnkDDOvZsGYkBQp4sPbLvUybsoyChfJRpqw2Ye7plZdz51K2h370KOXZSdV86owhFCjgxY8HTjJyxGzWfjndkC32ZOHhkQ7Z0rZDE+rV6oqUkkVLU5o8R/UkMX7sfAYMfM3K7uxShh2PTXoY8WnO/C0M6t+Gj+ZsTL5mpE6ZYc+9exbO/HSFS2cXceduOAFjVlK9Tk2HYnPo4Bl+PLKG/AU86dp5OMF7lxuOjXV9Cpy2nlnT/LO0fkPq9sbRcmNmbMyoC/Zis+abMw7XhS6dhnLs6M8sW/mB1fMcs6VQIU9+v3KHqKiH/HjoPA/CorJFbMzqX6zJSlvstTdm1M3IiId45s0FgGfe3IRFWK9jSLl3ytJ9LBjbFoAfT//JsXX9KeCVh1eHfsn+5rUcHiPdux/JmfPXuPRjIHfuRRAQ+DXffFPNnPZm1EuGxmyOkCNHyneWpO8e9mSa3c77NNP/BcIM5BXA7b8ieWCJ4fzlu4btgdTlOKv6zPTaMiP2NG5UmYrVBpCQkMj2TRPYtPNilo0nbG0xqse23CgUTyJq5euTi22r9wWQF6hkJ+3j+N564vUxz9kAPEKbTAXw1T+vtUm3GnC1SncU6CWEGC2EqCmEcLFJ3xJty4OvhLb9wFNC23t2p9Vz/kk2yfR7wG02n88CJf9me5KwZ1dLtBWX4Tax2wFU1ScsM8Nj9ej5Vgv4KmniFbQ9W/l7DjbLbDn/zubzL0BU0sSrlQygBIAQohzaatY1Nv5Go00k25a5S0kTrwBSyjvAHQzkvRCirxDimBDiz59+ucGm705hidSqoCUyhnxWg570cHV9iv2bR7B+cV+6DVhGkxaj2bT1EBb9S4AlIpp8XikrE7283JOvAckrvVxdc7I/eBrrVwfQrddHhvSklbng4elJRIT2y3hkRASeXo8vhsu/WMW3e3cwdeJkPp0937BPAJu/PUy7NnWYMXujU3qGjlxOj65N2Lj5oGE9SSsNOrary7mff8XTMy8RlkhNhyWKfF4eyfdYf6nKkSPpfu1Ldf0G1bl96x6zZ35mUj7lcNiWoMAlnDizgZNnvyIocEnydUf1AMyfu5ZnK5ahfoPqhn2Cv6sMOx4bW4z6FBYWybXrd3n+udRNi5E6ZY3ROuXl5c5zz5bA29uL558ryV/3IxyOTblyJXm2YhmKFClIjhw5nMpv6/q07bujWV6/IaW9AcfrgpmxMaMu2Mbm6bI+hurCl1/NZO8Pq5gw9hPDPrm4uDBuVBdad5zEtu+P4ZJDZIvYmNW/AOzYdSJLbbFtb5au2Ol03bzyx21Wfb6bTSHnsURqqzsjomLJ55F2F7FhM3fQvU1Vni6hrQQuX6ogFct6U6RgXm7ctdDklZkOj5G8PPLwXHkfvAt68HyF/3H63DXz2hsD9jiK9TD/0SNpV3b75i7TfGrqv8JQXk0d/CJdAzYwbfkB/lfYw+lynDdvniztM23bMqN9psUSzZp1oVw8u5BDez9i1LjPTBlPtPDr67QtXbpPN6Xc/HzujwxjqVD8V1GTr08utpsEJX0uZkBXRq/lp3qOlDIOeGD1nALAfV1uzS2r6wDvAIuAPmgTsXeEELOFEEkjlsJok7VRQLzV3x39eqp9Zv8BMorJfZvPsUCuv9EWa+zZVRjoSeq4xaNtBwCZj11m9BQCcpK2/JGOzFkyW84f2HyOA6xXxmJVRpNGlEnvJi0jrc9tSBs323wHLe8ztSexjS2LpZQ1pZQlKj37PxZO70bwAW1uOPSHC9SqVvpx9xMfnwhoKxQqVyxGyI4pLPx4AMH6Jvihe89Sq0a55Hvc3XMT8zCOyMgYjhy9SMVnS+h6EjQ9nm5UrlTakB5bWflnK1Cjdk0OhGqHNuwP2UeN2jUz9Ck2NlbX746bmxsDhgwyZEsSm7cepmO7egwf8rJhPctW7kQIQc9uTZ3SkzSI/eHgecqULU6dupUJ2aO9/hYSfJhadSon68hfwJNr125z48bd5Nf6LfqA/eKFK3jl82DI0J6m5FPFZ0s4bEuuXDlxc8uNu3se4uISktM6qmf3roMcOnSakaPfBDDs099Vho3ExhajPl24eJ2Ll27Qqt0EdgWf4u13tT3gHK1TthitU25uucibNzfR0bFcv/4Xnh5uDsfmmfIluXnzLlFRMSQkJBqODaSuT00bV8ny+g0p7Q04XhfMio1ZdcE2NkZ8io3Vutu8ed1wd8/jVH63a1OH0J1BdGhblzd6+GV5bKzz29lyA9Ci+QtZaotte3P85G9O183aNcvTuVNDFoxty54jl7Vyc/R3aj2feui27JvjCAE921ZLlpUrWZCbdyOIiomjaEEPQr4e6vAYyc3NlbxuuYmOjuP6zQc8V97HvPbGgD2OEm6JpXBhdwoVciMqKs6urIhPc9N82rOst6G8qle1BMFLezP6TV9a/V85p8vxvFn9srTPzJc/Pzeu3+DWzVvk9fAw3GfmyCFwc8uFq2tOvLzciIp+aMp4YkfwYqdtKVIknynlpmyZohnGUqH4r6K2HXhyKYL2arT1Z4DrQHH9/66kJr1JuIzecShi/UEI4Qrk158D2oRUASGEq80EbFGr60gpI9H2RR0lhCgFdAKmok2SBQB/oe2r2jAdO26kI88sD5Pst7HTSEzMxAy7/gL2A9PSuSezscuMngS0yckidq4XAax/Ck16Zymz5dAeGZVzZ0naWmEU2r6yttj+oPC30bZ5VTZuW0nD9tNp5VcJnyJenPrpT46f+QP/rg2YPHc76745gpRw43YYIwa0oFW3jxFC+8V8/pTXNT2ta7Ox71wa+gXQqkUNfHwKcOr0ZY6f/BX/Xi8yesSrvNhmPLlzu7JyyWBiY+Np1X4iQgiEgPmz+xvSA6SSTV/8GcVLFCdXrlx0aN6G56tUoljxYsydPov3RrzP2lWrWbV4BWEPwggLCyNo9nT693wLS3g4iYmJjJo0NiU2BmyxWKIJC4+kZAlvp/QMHLyQ2jXL06TFaHwbVGLSuK6G9Pi1GkuePK7kzp2TBcunUqxYYXLndqVZY3+qVK1AiZJFmRa0jIBR/owd35+eXbUtpGd/HABA755jCXtgQQjB3PmjnPLJVla4bEWHbHmrXyea+vYBoM+bKVsaV3/BMT1DB8/Aw8Odls36Ua58KeYvGJOtyrCR2KxcvonFCzfw4IGFsAcW5swbaciWkiW8+TFU+82rd985jAnoDECV6lUdqlP2ZEZjMyagCy3bTSAhIZGPZ/alkoP5PXZ8f3p1H0NMzENGj+vrVBm2rk8rFg3O8vpt2944WhfMio2ZdcE2NqM+GO6QTz26jiQ8LJLExEQ+CBzkVH6/8/4izp2/SqkShflkrjGfzIyNWf3L5GnrWbd+r9av37zPqOGdssSW9NobM+qmd9jv9N59Dt9ey2jVoBw+3h6c+uUmx8/fwL9jDQZN2UbtSsVo6r8C3xqlmDigKRPfbkK3kV8RExvPuH6NNVscHCONf78NYwa/RMuuc0lITOTjwNdMbG/iDNljK3vK5SXmzWlN+XIF+WRuWxYvO0b1qj4sW3mcRUuOMjXwRQCmztgHYFdmmk9RV2nrW8HhvJqyZC/Bhy9TIJ8bC/WtCMyoU1nVZw4bM4L+PbUfhKfMmmY4xnnz5qG5XzXqNx5OYuIjxo16zeF+wazxhD1bzCo3i5Z+j0KRHRFCFAC+BEqjvZnbWUppu1ALIURJYCnaW7ESeElKeSVD3Y/bG0Tx30Lf33MCMMpqL0yEEEuA19AmXp8DfgRekVJu1K8/BfwMlJdSCqv7JDBZSpky26HJGwMhwA4pZUsreTe0LQWaSSmD9b01vwW6SynXWKVbgraKspi+56s9X04AN6WUra2e10zfS9YwQogDaHu+NraSvY62NUINKeUJXZYP7eCsCCllaV1WGvgdeEtKudRGby9gBVBOSvmrlXwiMCEprlY6kvfBFULsAApJKWvY6DTDrpVo2ztUy2D7iMeSWT1CiB/QJuArWe35Wgc4hLZ/amNdVg/HyuEkKeVE/fNEHlPOpZThVuWmuZRyt1W6lWhlKemHCOvnTJZSjhXaez6XgQNSyh6PiU0o2p69DWzkV4BQKWUv/fMioJOUMtMTzDWrlpJHvx+T2eTpk8/HeR0mcUvWe3yiTFBUHDRFT3biYU4jLyekJXe8Gb8/mGePGZjlk1mYERuzfMpudSo7xSa78V+MzX/RJ8Xfj7x48vGJHoMobNIKO7PGSGFGzvBNS40OCY9P9BiOh9qeC2sMM/IJQJSvbooeM/gv9pmQvdrRHG7tjkspHXsFR5EteKGolzzQo25Wm5Eh7h/tNFy+hBDT0d7MniqEGAnkl1IG2EkXijYvsEsIkRd4JKXMcBNvtfL1yeUtIUQOtFf4WwBvAhP1CamjaJN3M/Q0scAAjL0a/7wQYgXaXpvlgclok01JE6TfAQeAhUIIb7SJtZd0e4KSJl6FEAfRDmw6i3ayfCOgKvrBR1LKUCHEOrQ9X2cBR9D2ki2t6wuQUqYcxeg43wHhwBIhxAS0WIzQbfknOAcMEEJ0IWVi9YJJdo1Hi9c+IcR8tF948qPti1pWStnHZD0T0Pbi3aRPNnqjHcJ1y0afGeUw3XLugA67SCmlEGIgsFlf0b0euIe2urY+cFVKOctBtefQVoK/DRwDHkopzzprq0KhUCgUCoVCoVAoFIoMaQ801v+/CghFe9M6GSHEc2gLq3ZB8lvaj0Xt+frk0h5ojjah2R0IBD4EkFIm6Nf/BFYCnwC79P87ynuAQFu6PQVtleurSRf1lY9Jp8cHoB1G1Rp4H7BezrcP7VT4NXqaTsAQKeVcqzTdgYn6tc3AV2gn1l/Cyf1EpZRhaPt4PkISavxhAAAgAElEQVSbZAsC5qGtmvwnmAYEoy1tP4q2/60pdkkprwI1gdNoebQLWIA2wb3HbD36CtNuQAVgIzAcGAxcsNFnRjlMt5ybgZRyO9rBWu5oebMDmI62bYaRn7uXov1QMQVtInurOZYqFAqFQqFQKBQKhULxn6eQfjh10l/fx9+STBEpZdJrCrewv11ieSBMCLFRCHFSCDHDzoHwaVArX59cfpFSNknvopTyZ1Jm/K2ZaJNO2EljjSXpleoMnmVBmyQdlEGaAGx+cbCT5hEwV/8zjO2r4VbyA0AtG/FqmzRX0Cab7d2/EjsTh/qr8hMz0iGlvIW2gtd0u/Tr19BWhTpFZvVIKdcB66xlQoj37KRzthw+rpyHYicu6ZVZe8+RUh5EmwBPF+stLGzkpW0+RwGvZ6RLoVAoFAqFQqFQKBSKf5rE2EQifnf6JdK/m3sZbTsghNhNyhlD1qTay09/09XePq1PoZ01VB24irbQsBfaQdzpoiZfFQqFQqFQKBQKhUKhUCgUCsV/Gills/SuCSFuCyF8pJQ3hRA+wB07ya4Bp6SUl/V7NgF1UZOvCoWGvhQ8o5W6j5IOgFKkRj/oKiMSpTq9L0t49JQ7D72d368+LK6k0zrMOlggn+tVU/QQb44aM8huhyVkN3uyE6YdtBGffQ58y26Hz+W+e8xpHWa0e5D96pQZbXE+VxMMwRxbAPLhfJue3dqs7HTYYHbDrBhnpwOYTMOkg7uOhzqvo0bjP51XAhwP/e/lk1nj0Idkr3bLDMwaIykU2ZgtwBvAVP3fzXbSHAXyCSG8pZR3gaZo57VkiNrz9QlDSjlRSin0/TT/zueE6s/Z/fjU/xjBaNMx6f0tzzrTsi9CiNJkHLd4tH1dnUJK2Ti91/MN6PpHyrlCoVAoFAqFQqFQKBSK/wRTgeZCiEtAM/0zQoiaQoilAFLKRGAYECyEOIu2wG/J4xSrla+KJ4l+gEcG1+/9U4b8y7hB2j1lbbnwmOsKhUKhUCgUCoVCoVAoFNkSKeVfgJ8d+TGszraRUu4CqjiiW02+Kp4YpJRqgtAAUso4MrGMXqFQKBQKhUKhUCgUCoVCkRq17YBCoXiiEUJUE0JMFEIUsHNNCiECs8IuhUKhUCgUCoVCoVAoFP9+1OSrQqF40qkGTADSTL7+mxgxdCbNGvszbMiMVPKff/oVv0Z9aOrbh7NnLiXLY2IeUrr4i+wJPpwsmzBiLB2at2HcsNGpdMydPovqT1di2qQpybK9waG0adySTq06cOnCpVTpExIS6ek/i4Z+AUz96Ks0tu4JPU39xsNp2nIM165pu3106T6Nxi+OoqFfABcvXHHYp2lByyhbsgUTx3/qtC1NWoymSYvRvFD3PTp2nmxYz4D3FlC4ZHeWrtiZnM4Rn4YNmcGLTd/Ct35PDv5wyimfAG7evI9bgU78+tsNQ/YMensyTX374NcodVkyGuPGL46iSYvR7Ak9bViPrcwsWxypCyPeGUo7v5do36w1587+nCq9s3XhwsVrppW9rMwnW5+S9byznIbtpzN13vdp9AwYtZbClYaydM2BZFm7nvPx7TCDZp1nce3abS3+DpThvn0m4Fu/Jy38+vLluu+cio09n8yoT+BY+Xtw/wH9evjzaquOzJ0+K1X6rLAHICYmhqplnmPfnr2m2+KInvT6PyP53e6VD/FtNpJmL41NlpnRnjuqR4tv2v7bUT0bv9pFw3o98a3fk61bQg3ryY79wh9X79D25Q9o2nIMy1buNK3PzMq22Ix+wV58CxVyY82qVzm4ry8uLqnPJH66bAGWLe7I8sUdKfdMwXRlRn0ya6xlWzfNyicwZxyaVfUp3X7XyXEWmDdGUiieNNTkq0KhsIsQwkUIobYm+RsRGk6fS33yxHkiI6PZHbqMuLh4jh1NGdx8MHEBq1ZP4fN1U/lg4oJk+cplm6hU6Znkz2dOniYqKopNu74lPj6eU8dPJl/r+kZ35i9fmOqZs6d+xPptX/PJ8oV8NHlaqmtbvj1MhfLF2R88jR9+PMetWw9SXQ+cup4dWycR9EFPgvTB3+oVQwndGUTgxB58Ov8Lh33q1acDKz5Lu0jZiC0hO6YQsmMKPbo1pXWrWob1jBvZhemTexvOp6Dpg9m5Zwmr101j+rSU8wCN2AIw55Mt1KlV3rA9w0b0Ys++5SxaOpEpgYudtmf39kBCdkyhaeOqhvXYysywxdG6MGjou2wJ3s7shR8zKyj1lytn68LHn35rStnL6nyy9Qlgy87TVHimKPs3j+CHo79y6054Kj3jBrdm+rhXUsnmBr7Gvk3DCRjYkvlz1xhq+1Z8NpkdwYvp8norU/PJrPrkaPmbNWUGw8aOZMN33/DeiPeT5VllD8Dalat59vnnTLfFUT3plQEj+T135lvs2z2VgKGvMHv+ZtPaczP6byN65s1dy47gRewIXsy8OWtMz6usbG/GTvyc5YveY8/3k/Hv9aJpfWZWtsVm9Av24muxxNJ/0BbO/nQbW97uV5vRY3cRMGYnb/erna7MqE9mjbVs66ZZ+WTGODQr65PdfteEcZaZYySF4klDTb4qFP9S9FflpRCishAiRAgRLYS4KYT4QAiRQ0/TS09T2t69NjIphJgshBgphPgdiAMqCyEa69deEUKsFEI8EEJYhBBrhBAFbXR4CiHmCyFuCCFihRAXhBBDhBDCKk1eIcQ8IcRVPc0dIcRuIcSzVmmeEkKMEkL8oqe5IYSYKYTI7WCMMrRHCNELWKEnv6T7aS9e7wohfhdCRAgh9gohnrfzrJeFEIf0fAgTQmwQQpS0SXNFCLFaCNFHCPGLHuPWur8fCiF+E0I8FELcE0IcEEI0yIyfRw6fxa9ZHQCa+tXhyKEzydfCHkRQvERRihUrTHhYBABxcfEcOXyWuvWrJqc7cfQ4vk0bAdCwiS/HDh9NvuZdpDBWWZiMm7s7RXyK8sflK6nkh45eoHnTagA0blSZI8cuJl+Ljo4lT25XPDzcqFO7AufOXwUgZ05tnj8yMoZKlcs57FORIgXt2mjEliS2bjtC+zZ1DOvx8Um9mNpRn3LmzKnHJJrKVVK+ABqx5d49CxZLNKVLFTZsT+kyxXS7nsLFJWX4YMSeHDkEzVuP4/WeM7h/P8KQHnsyM2xxtC6ULF0qOb9cXFxSXXO2LlSpVNqUspeV+WTPJ4BDx3+nuW9FTU/9Chw5eSWVvT5FvNL4UKZkIV2fCy4uLg6XYYTgzd7jeaXDYK7+cdOp2Nj6ZFZ9crT8XTj3C/NmzKFTqw6p0maVPXFxcZw4cpxa9VImZsyyxVE9dssAxvK7TOmiqWwyqz03o/82oqds2eJERT0kMjIGD0930/Mqq9qb+PgE/rh6l/7vfELLdhO4eOm6aX1mVrbFZvQL9uIbF5dIRERsGhsBPD1ycftOJHfvRuGR1zVdmVGfknB2rGVbN83KJzPGoVlZn+z2uyaMs8wcIykUTxpq8lWh+PezCdgNdADWAuOA8QZ19QJaA8P0f29YXZsDSOB1YAzQDkj+OV2f8N0G9AZmAm2B74FZwGQrPbOBzsAkoDnQDzgF5LNKsxoYq/vTGggC/IE1ZJJM2rMNSPqZ+lWgnv5300pVd92G93RdJYHN1quChRD9ga+Bc0An3adKwF4hhIeNaU2A93X/WwJngABgCPAx0EJ/TjCZ3AohPDwSD8+8AHh65SUsPOVL5qNHj5L/L6U23/75qq281u2lVDos4eF4eGimenh6Ygm3PPa5d2/f4dKFS2m2HQgLi8LT0w0AL093wsKjrK5FJl8DSEzU7IuLi6ehXwDvDl1M7TqVHfYpPYzYAnDnThhCgLe3l1N6rDHiU5dOQ2n70kCa+qVMZBixZc78LQzq38ZpewDGj53PgIGvOWXPhjUjCdkxhbataxM4bb0hPfZlzttipC4ATBkfSJ+330olc7Yu1K1dwZSyZ9QWM/LJnk8AYZZoPPPm0fR45CHMEp2u7dYkJj5i8pzt+L/1ssNleOqMIYTsX8HQYW8wcsRsp2Jj65NZ9cnR8nfs8FHeGfYeC1Yu5sMxE5PlWWXP+tVf8MprnVLJzLLFUT3p6TZapxITE5k8bT39/Fua1p6b0X8b0dO2QxPq1epK3Zqv8/bALob1JJFd+oV79yyc+ekKC+cNZOZUfwLGrDStz8zKttiMfsFefDMiR46USbSkCTV7MqM+gXljLeu6aVY+mTEOzcr6ZLffNWGcZeYYSaF40lCTrwrFv58lUsrJUsqdUsqhwFJgqBAi3+NutIMAXpRSfi2l/F5Kaf0e0s9Syt66fB7QH2gshPDTr78ENAAGSiln6va8ByzT7Smkp6sHrJFSLpNS7pNSfiOlHCalPAQghGgIdAHellJ+IKXcrT9vIPCyEKJaJn15rD1SyrvAb3r6U1LKQ/qf9TKAeKCNlHKLlPIrYDjwNFBbtzcvMA1YIaXsI6XcLqX8Un9+MbRJY2vyA82klOuklMFSyt/0mOyUUs6VUu6VUm6VUk6QUm7JjKOennmJsEQCYLFEkc8rZb7XenCcI0cOEhIS2L3rIC1a/l8qHR6enkREaIPCyIgIPL08M3zm2MAJvN2rL5/MnEututoXyRmzN9KkxWg2bT2ERZ9IsUREk88rZVWNl5d78jUg+Zd9V9ec7A+exvrVAXw4aaFDPtlj9szPDNsCsPnbw7RrU8cpn2wx4tOXX81k7w+rmDD2E8M+hYVFcu36XZ5/LtVCbEP2zJ+7lmcrlqF+g+pOxbhAAe1ZHdvVZdt3Rw3psZbNmL2Rsz9fcdqWn8/94XBdAFgyfyHlK1agTv26AHw6e77TdaHtS7Vo9tJYp8ueM2XYjHyy9mn96gC69fqIJq/MZNN3p7BExmh6ImPIZ/UFLyOGTtpAj1frUvbpEg6X4QIFtC/49RtU5/ate06VYWufJny4xun6lISj5a/sM09T7tnyeBcpnEp3VtiTkJBA6O49NG3RLJXcLFsc1WMrc7ZfGDpyOT26NuHpsj5Ot+dGfEqv/zYSm6DAJZw4s4GTZ78iKHCJYT2Q/fqF554tgbe3F9t3HCNk31mn+8ylK3aaMg4wY4zkTL9g29c9DusJwUePpF3Z7Zu7ssVYa+jI5RQs6MGbb88zZbwGxuqCGTps61MLv77m9LtOjrOSZGaMkRSKJxU1+apQ/Pux/fn6CyAv2spLR/leShmTyedsAB6hTRwC+Oqf19qkWw24WqU7CvQSQowWQtQUQti+g9IS7XX8r/TX8Z/SV5km7YLvm0lfMmvP49glpYy3+nxW/zdpJqse4AmssbH3T+AXO/YeklLespEdBV7St31oIB6zD6wQoq8Q4pgQ4ti9ew+oU7cyIXu0135Cgg9Tq07l5LT5C3hy7dptbty4i4enO7dv3+fPq7do13oQX6zdzvgx83nwwEKN2jU5ELofgP0h+6hRu2aGQalZpxZffbeJd0cMoVyFcgAMH/IyITumsPDjAQTrhzmE7j1LrRrlku9zd89NzMM4IiNjOHL0IhWfLYGUkvj4BAA8Pd3IkyeXQz7ZY8jQnoZsSWLz1sN0bFfPsE/2cNSn2Ng4APLmdcPdPY9hny5cvM7FSzdo1W4Cu4JP8fa7CwzZs3vXQQ4dOs3I0W86HeOkwfwPB8/TtHEVQ3qsZY0aVOL1zo2ctqVsmaIO14XQ3SEcO3yUwQEp+20OGDLI6bowsH8bmjWt5nTZc6YMm5FPtvW7cqXShHw9lIXTuxF84BdNzw8XqFWtdIZxBli29gBCCHq+qjXfjpZhi/4l+OKFK3jl8zBchs1os2zrUxKOlr+y5cpy++YtoqOiSEhITJZnhT1379zl+p/X6dq+Mxu/2EDQhEDCHoSZZoujemxlzrRZy1bu1Mpet6aGbLFtz434lF7/bcSeXLly4uaWG3f3PMTFJRiOcXbrF9zccpE3b26io2Pp2rkRDeo953Sfefzkb6aMA8wYIznTL9j2dY8j3BJL4cLuFCrkRlRUnF1ZEZ/mWT7WSqqbX3w2wrTxGjheF8zQYa8+7QhebE6/6+Q4K0lmxhhJoXhSUYfpKBT/fmx3yU/6XMyArpsZXEv1HCllnBDigdVzCgD3pZRxNvfdsroO8I4u64P2+v99IcRnwBgpZTRQGG1yNAr7FExHbktm7Xkc920+J62KTdp/NmlDsN3p3P/A5rO9GE8BHqJtcTAaiBRCfAUMl1Les00spVwMLAZ4ocZzsvoLFcmd25Vmjf2pUrUCJUoWZVrQMgJG+TN2fH96dh0FwOyPAyhWrDAHDn0OQOAHi6j/f9XIn9+TKtVLkitXLjo0b8PzVSpRrHgx5k6fxXsj3mftqtWsWryCsAdhhIWFETR7OnOnz2J/yD7yF8jPtI9nprKvbevabOw7l4Z+AbRqUQMfnwKcOn2Z4yd/xb/Xi4we8SovthlP7tyurFwymNjYeFq1n4gQAiFg5rwJPFuxTKZ9Ali5fBOLF27gwQMLYQ8szJk30pAtoH1BCQuPpGQJb8M+AUyetp516/ciJVy9E8/osX0d8qlH15GEh0WSmJjIB4GDDNtSsoQ3P4Zqhxz07juHMQGdAXCk3AAMHTwDDw93WjbrR7nypZi/YIzh2Pi1GkuePK7kzp2TFYsGG9ZjK/Mpmt9pW1z+V9WhujB22Cg8PDzo1KoDT5d7hunzUuqDs3Vh/uz+PPO0j1Nl78bN+4wf/VqW5ZM9nwDaNq/Kxm0radh+Oq38KuFTxItTP/3J8TN/4N+1AZPnbmfdN0c0H26HMf79NgwcvY7a1UrT5JWZ1PdrxLgJ/R0qw717jiXsgQUhBHPnjzI1n8pUNqc+VanuWPkbNiaAAb378TDmIe+PGpbsk1n121F7vtu/C4CPJk+ndr065Mufj9JFzLHFUZ/syYy2NQMHL6R2zfI0aTEa3waVGPXBcFPaczP6byOxeatfJ5r69gGgz5sdTS83WdkvjAnoQst2E0hISOTjmX2pWqWMKX2ms+MAo22xWf2CbXzbdYvmKZcczJvTmvLlCvLJ3LYsXnaM6lV9WLbyOIuWHGVq4IsATJ2xD8CuzGhszBpr2dbNsSM7O51PIyYMdbgu2BuHZlV9SrffNWGc5VrcvDGSQvGkIR63X55CocieCCEmAhOAp6WUl63kfmgTgQ2B4sA6oIKU8qJVmnnAICml9UFYEpgspRxr85zGQAjgL6VcbiV3BWKACVLKQCHEdGAokMd6wtPq/nZSyq02ukuh7ZE6FZglpQwQQkxF21+1YTqu35BS3kjnmrXuTNljdehWOSnlrzY60sREP4zrd6C3lHKlEKIl8B3afrk/k5YIKeUF/d4rwAEpZfcM7C4KtEHbm/Y7KWWX9NKCNvn6w+HVGSXJFGFxJR+f6DEUFQed1gHwMKeR3w3Skjv+uil6zCC7+ZTd7MlO3JKZXRSfMWbVh/8kYRn9zpc5HnpnvNoms2S3OmVGW5zP9erjE2UCM2wB8+wxg+yW3/9F/ov9wn+RGo3/NEXP8dD0V4/+W8lu9Ts71Smzxkj/c/c+LqU0pyNX/KNUzZ9X7vQz8oLtP0fRrw9ny/Klth1QKP79dLb5/BoQifZ6fNKmTsktpP5K/IsmPOdVtDYkaYZhr/75VZt03dC2EUgzEyGl/ENKOVO3NcnG79FWlXpJKY/Z+XvsxKuD9iStZM2DMX4EIoBn0rH3giPKpJS3pJRL0SbQs3fPplAoFAqFQqFQKBQKhSJD1LYDCsW/n7eEEDnQ9g1tAbwJTJRShgshjqIdKDVDTxMLDAByGXjO80KIFWh7ypZH2zIgVEoZrF//DjgALBRCeKOtAn1Jtyco6fV5IcRBYAvahGsk0AioCqwCkFKGCiHWoe35Ogs4grZ3a2ldX4D1Kt4MyJQ9wDn934FCiFVoB2ydsbNdgV2klBYhxHDgE/053wHhaNsxNNJjZLvvbCqEEJuB08AJtG0KqqPtfbsoMzYoFAqFQqFQKBQKhUKhyJ6oyVeF4t9Pe2AeMA5t0i8Q+BBASpkghGgPfAKsRNu/dA5wGG3LAkd4D2gHfAm4AFuBd5MuSikfCSFao+1fGoC2N+sV4H39mUnsQ1tFOxKtDboMDJFSfmyVpjva3rB9gDFok8ZXgB2k3ePWLpm1R0p5Wt/CoS/wFtpq2TJ62kwhpVwkhPgTGA501f26DuwHTmVCxT60FboDATfgKjAdbYJboVAoFAqFQqFQKBQKxb8UNfmqUPz7+UVK2SS9i1LKn4HGdi5NtEkn7KSxxiKl7JVRAimlBRik/6WXJgBtMjQjPY+AufqfYTJjj55uEjDJjjxNTKSUVwB78u3A9sc8p3Q68pmA2oFeoVAoFAqFQqFQKBSK/xhqz1eFQqFQKBQKhUKhUCgUCoVCofgbUCtfFQrFvw4hhAt2Vp9a8UhfPfufJ4eMN+UU1KLhx5zWYdrp43edtwWy12no2e2E7ex0cm52O1W4aHyaswENYYZfZp02X1SY45NZpxzn877qtI7/ap0qKpzXcyvOnHwyq9wQb44aM8hu+W0KYTdNUWNWn2lWO1EkdJzzSor5OK8DEOWrm6LHrLySd245reN4qDk+1Wj8pyl6joeWMEVPdiK79VNmYNYYSaF4ElErXxWKfylSyolSSiGlTPibnxOqP2f33/kcBwlG+zqX3t/yrDNNoVAoFAqFQqFQKBQKhUJDrXxVKBT/RvoBHhlcv/dPGaJQKBQKhUKhUCgUCoVCkR5q8lWhUPzrkFJeyGobFAqFQqFQKBQKhUKhUCgeh9p2QKFQPBEIIVYKIa5YfS4thJBCiF4mPqOxrvNxf9uEEHFCiE8z0OWvp21sln0KhUKhUCgUCoVCoVAo/lnU5KtCoXhSuQnUA7aZqPOErjPp72VdHmQjfxf4DugihHBNR1dP4A9g7+MempCQSE//WTT0C2DqR1+lub4n9DT1Gw+nacsxXLum7cjQpMVoGr84iiYtRrMn9HSKnneW07D9dKbO+z6NngGj1lK40lCWrjmQLGvyykyavDKTF5oH0vmV9wEYMXQmzRr7M2zIjFT3//zTr/g16kNT3z6cPXMJgPv3w+n+egCtmvdjWtCy1D45aIs9maP2bPxqFw3r9cS3fk+2bgl1KsYD3ltA4ZLdWbpip1N6AG7evI9bgU789uufWerT3E+2UNd3GPUbD+fg4V9MjY0jPk0LWkbZki2YOD7t7xeO6LEnM+rT52tDqN94OK3aTeDWrQcO25JeXQCYMGIsHZq3Ydyw0ankc6fPovrTlZg2aUqybNyw0bzcoh2tG7XgyMHDTvnUpMVomrQYzQt136Nj58kO2wIQExND1TLPsW9P6qbMkdgE7z5Eo/97g5bN+nLhl9+d8umPq3do+/IHNG05hmUrzS1/Ruzp0n0ajV8cRUO/AC5cvGZYj7065UhepZd/zrZZv/52w7AeW5lZbRaY2E9lUX6nam/uhBvqM9v1nI9vhxk06zyLazceGIpNz26jaOHXl8YNelGnxuvJaR0peyPeGUo7v5do36w1587+nCp9QuIjen4UjO/wTUxbfzKNX12CdtIkYDO+wzdx4VpYsvzm/SjcOy7h16t/abEZ8zW+vZYxbfn+NDravbuGRr2X0bzvSq7dDgdgypK9FG/+EePmB6fYYlIbaiSvAG7eDset7CB+/f2OIZ92HfyN+j2W4PfmCn75/a6pPhUq5MaaVa9ycF9fXFxSn4f7dNkCLFvckeWLO1LumYLpyozaY9v3ZlW/YOZ4wtkxUt8+E/Ct35MWfn35ct13qdJnlU/ptcUKxZOEmnxVKP5DCCFchBD/qe1E/i6fpJSxUspDUsq7Juq06DoPSSkPAUnfFC5by6WUvwGrgAJAa1s9QojSQEPgcymlfNxzt3x7mArli7M/eBo//HgueeInicCp69mxdRJBH/QkyGqQtHt7ICE7ptC0cVVNz87TVHimKPs3j+CHo79y6054Kj3jBrdm+rhXUslCvh5KyNdD6fFqXVq91JCTJ84TGRnN7tBlxMXFc+xoyhepDyYuYNXqKXy+biofTFwAwJQPFzNuQn++27WIgFH+KT4ZsMWezFF75s1dy47gRewIXsy8OWucivG4kV2YPrl3qnRG82rOJ1uoU6t8lvu06vNgfgydzoY1I5kxa6NpsXHUp159OrDis0BscVSPPZkRnxISElmweDv7g6cSOLEH02Z9bVpdOHPyNFFRUWza9S3x8fGcOp4yAdH1je7MX74wlW3jgyaxcccWFn2+lHkz5hj2CSBkxxRCdkyhR7emtG5Vy2FbANauXM2zzz/nVD4FBS5h+86FrPh8MoEfLHLKp7ETP2f5ovfY8/1k/Hu9aMie9MqfEXtWrxhK6M4gAif24ONPvzWsx7ZOOZpX6eWfGW2WUT22MrPaLNP6qSzK7zTtzSc7DPWZcwNfY9+m4QQMbMnsJbsNxeazNUHsCF7MkGE9adW6IeB42Rs09F22BG9n9sKPmRWUekJoy6ErPFs8H/tmdODAuZvcuh+d6vrq4X6ETGvPhz1rM2/L2RTfNp2lToXCmo69F3i2dCH2rfTnwMmr3LoXkToOAS+xd4U/I3o3ZM5q7SR3/5dr8PmU1PEyow0FY+MbgDlLdlOnehnDPgUuDmXX4jdYHdSJiQtCTPXJYoml/6AtnP3pdhq73+5Xm9FjdxEwZidv96udrsyIPfb63qzqF8waT4DzYySAFZ9NZkfwYrq83sqwHjN9stcWKxRPGmryVaH4BxFCTNRfJa8shAgRQkQLIW4KIT4QQuTQ0/TS05S2d6+NTAohJgshRgohfgfigMpWr7+/or9u/0AIYRFCrBFCFLTR4SmEmC+EuCGEiBVCXBBCDBFCCKs0eYUQ84QQV/U0d4QQu4UQz1qleUoIMUoI8Yue5oYQYqYQIreDMUrPp9xCiNlCiJ+EEJFCiFtCiK3WNljp8BNCnBBCPBRC/CaE6Gcnjd1tB4QQ3YUQp/V77wkhPusH0GwAACAASURBVBdC+DjiQyb5FrgP9LBzrQcggM8yo+jQ0Qs0b1oNgMaNKnPk2MXka9HRseTJ7YqHhxt1alfg3PmrAOTIIWjeehyv95zB/fvaoP3Q8d9p7ltR01O/AkdOXkn1HJ8iXunasHXnadq0a8yRw2fxa1YHgKZ+dThy6ExymrAHERQvUZRixQoTHqY989zPvzFj6gpaNuvL4YMpaY3YYk/mqD1lyxYnKuohkZExeHi6p9hjIMY+PgXS2GNEz717FiyWaEqXKpzlPpUuVYTY2HjCwqMoUMDDtNg46lORIgWxaqIM67EnM+LTX39ZKF6sIC4uLlStUoZDh38xrS6cOHoc36aNAGjYxJdjh48mX/MuUjhNHHLmzAlAVGQUz1V+3rBP1mzddoT2beo4bEtcXBwnjhynVr3aqeSOxgbA3T0PPj7eXP7tmmGf4uMT+OPqXfq/8wkt203g4qXrhuxJr/wZiXHOnNpvi5GRMVSpVNqwHts65Whe2ZMZtcW2zTKix57MrDbLtH4qi/I7TXtz/LKhPrNMyUK6TS645MhhKDZJbN0USvsOTQDHy17J0qV0O3Li4uKS6trhC7dpVr04AE2qFOPIxTuprud8SksfGRNP5TLa8PZeeAyWmDhKFdby+/CZazSr+7Smo1Zpjvx0PXUciuXXdeVIjkORgnmxrQ1mtKFgbHxz769ILJEPKV2ioGGfANzzuOLj7cHlaw9M9SkuLpGIiNg0dgN4euTi9p1I7t6NwiOva7oyI/bY63uzql8wazwBzo+REII3e4/nlQ6DufrHTcN6zPTJXlusUDxpqMlXhSJr2ATsBjoAa4FxwHiDunqhrZ4cpv97w+raHEACrwNjgHZA8tIUfcJ3G9AbmAm0Bb4HZgGTrfTMBjoDk4DmQD/gFJDPKs1qYKzuT2u0V+39gTU4jj2fcgEeQKAuexvIDRwUQhS18qkisB2IAV4DRgODAb/HPVQI0Rf4HDiPtmXASKAFsFcIkdeAH+kipYwD1gGthRC2s3TdgR+llJfS3pmWsLAoPD3dAPDydCcsPMrqWmTyNYDExEcAbFgzkpAdU2jbujaB09ZraS3ReObNo+nxyEOYJfUKk/S4c8+CEAJv7/yEh0fi4amFytMrL2HhKYO1R48eWfsPwKGDZxgW0JtVa4IYPTJllZ5RW2xx1J62HZpQr1ZX6tZ8nbcHdkmxx0CM7WFEz5z5WxjUv0228Klxo8pUrDaAFm3H8+6ANqbFxlGf0sNRPenpdtSnQoU8+f3KHaKiHhKy9wwPwqJMqwuW8HA8PLQvKh6enljCLRnGAKDPa2/wertXadikkWGfkrhzJwwhwNvby2Fb1q/+glde65RGbiS/b9/+iwu//J5q2wFHfbp3z8KZn66wcN5AZk71J2DMSsP22MNIjOPi4mnoF8C7QxdTt3YFw3psMVJuzPLJts0yose+zJw2y7R+KovyO217E224z0xMfMTkOdvp18PXUGwA4uPj+emnX6n+gjahaLTsTRkfSJ+330olC4uMw9NNn7BzdyUsKvUEX1x8Ir7DN/HewgPU1Ve6zt18loFtKqXoiHiIZ95cmo68uQmLeGg3DlOW7qNvp5rp2mdGGwrGxjdzlu5mUO8mTvt0+69Ifvn9Lucv3zXVp4zIkSNlGjtp4t2ezIg99vrerOoXzBpP2MNRW6bOGELI/hUMHfYGI0fMNqzHTJ/stcUKxZPGf+r1ZIXiX8QSKeVU/f87hRCewFAhxJyMbkoHAbwopYxJFmgTkAA/SymT3lv5XghxH1gthPCTUgYDLwENgN5SypVW9rjr9sySUt5D26d0jZTSeiPCb6ye1xDoArwhpUxarbnb6nnVpJSnnPFJ502rZ7oAO4DbaJPLSaOLsUCEfn+UnvZH4DdST0ynfqCm70MgVEr5mpX8F2A/0Af42AEfMsMqYCBa7Bboz6sLlEebAE/P1r5AX6BIrlw5+ePPO7ypvyZliYjmmbIpC3W9vNyxWA3sXVy039ySfnXu2K4ukyav4+Sx8/x84QZvdm2g6YmM4ZnSKauWMmLzjtO0a6FtXeDpmZcIS6SmwxJFPq+UX7etB9g59JUY5cqV5NmKZZJls2d+xs7N3xm2xRZH7QkKXMKJMxsA6Nj2Xc6eucTObcH8fP6qwzG2ZsbsjWz//pjDesLCIrl2/S7PP1cyy32yWKJZsy6Ui2cXcudOOM1bj6No0fxOx8aIT+nhqB5b2eyZnxmKjYuLC+NGdaF1x0lUq1qW8s/8z+m6kISHpycREdoXpMiICDy9PDOMAcDyL1Zx4/oN+nbrw0vt27B/x9eG82nzt4dpp69ucsSWhIQEQnfvYenalZw4diLVNUdjMznoPd7oNoqSJX2oV7+q4Xzy8nLnuWdL4O3thbe3F3/pq/6dLX9G7QFwdc3J/uBpHD/xK916fYS3t5cpdcpIubHm09nzDZUb2zZr6YqdHD560VBeJclmzN7I2Z+v8MvFa061Wf0GfcLX2xqY009lYX5btzeJiY+4dz+STd+dMtRnDp20gR6v1uXp0t48xFhd2Lf3OL6NaiR/NlL2lsxfSPmKFahTvy6gl78vN/PzHw/wb6G94BQRHcfTPqkn+1xzurBvRgeOX7rLhNXHWPl+E/68F8nzpQrw0x/36TH6ay5ff4B/xxc0HVGxPF0i7Vspw2buoHubqnavfbTyANuPb3C6DZ0xeyPbv/3R4fFNWHg012484PkK/+OnX67TfdAyLl+547BPUwe/SNeADZT0ycf/CnvQpMVoU/qFx2E9affokbQru31zF01a/Op8XfjLwqath7KkXzBrPGEPR20pUECrJ/UbVGfcmHmG9Zjlk722WKF4ElErXxWKrGG9zecvgLxAJTtpH8f3diYp03vOBuAR2mQqgK/+ea1NutWAq1W6o0AvIcRoIURNfaLSmpZo2wN8pW8/8JS+T2vSTvG+DnmUjk9CiM5CiMNCiDAgAYhCi1sFq2T1gO1JE68AUso/gR8e88wKQGFsVupKKQ+gHXzVyN5NziClPIq2ytZ664GeQCzwZQb3LZZS1pRSlqj0XCkWfjyAYP3QrNC9Z6lVo1xyWnf33MQ8jCMyMoYjRy9S8dkSAMkDox8Onqdp4yqEfD2UhdO7EXxA2wQ/9IcL1KpWOlN+bP7+FB1bVgegTt3KhOzRXjEMCT5MrTqVk9PlL+DJtWu3uXHjbvLr78+UL8nNm3eJioohISGRIUN7OmWLLY7akytXTtzccuPunoe4uATNnh1TDMXYmuFDXjak58LF61y8dINW7SawK/gU7w6ckmU+5cghcHPLhatrTry83ChSJJ8psTGST+nhqB5bmTP53a5NHUJ3BtGhbV0a/N9zTteFJGrUrsmBUO1Alf0h+6hRO/2VWQCxsbG6ne64ubkxYMggp/Jp89bDdGxXz2Fb7t65y/U/r9O1fWc2frGBoAmBhD0IM5RPdepV4fvdixkxyp8Kz5YxnE9ubrnImzc30dGxXL/+F54ebobsscWoPVJK4uMTAPD0dKNypdKm1SlHy40tRsuNbZt1/ORvhvRYyxo1qMTrnRs53WZFRWurA03pp7I4v5Pamw8ndGfEwBaG+sxlaw8ghKDnq/WSZUbqwpZNIbTrkLIq09GyF7o7hGOHjzI44P1k2YAhg9gztT0LBvmy57T2GnjImRvUKu+dnEZKSbzeVnq65SRPLhcuXAvj0vVwWo3bxq0H0Xi452LB2LbsOXJZ03H0d2o9Xyx1HL45jhDQs201u/YN69XAlDZ0+JCXDY1vLvx2m4uXb9Oq61xu3rHg4Z7bkE/1qpYgeGlvRr/pS6v/K2dav/A4wi2xFC7sTqFCbkRFxdmVFfFpbk5deP/lLOsXzBxP2OKoLRZ9gvXihSt45fMwrMcsn9JrixWKJw218lWhyBpsd6RP+lzMNmEmuJnBtVTPkVLGCSEeWD2nAHBffwXemltW1wHe0WV90LYjuC+E+AwYI6WMRpu0dEWbDLVHwXTk6ZHGJyFEW7QJyVVo2x/cQ5s43o62/UASPqSNL7qsTAbPTPLVXjxvWV03m1XAVCHEM8BVtFWwm6WUYRnflkLb1rXZ2HcuDf0CaNWiBj4+BTh1+jLHT/6Kf68XGT3iVV5sM57cuV1ZuWQwAH6txpInjyu5c+dkxaLBQBxtm1dl47aVNGw/nVZ+lfAp4sWpn/7k+Jk/8O/agMlzt7PumyNICTduhzH+/TZYImIIC4+hZPECPASqv1CR3LldadbYnypVK1CiZFGmBS0jYJQ/Y8f3p2fXUQDM/jgAgLHj+9Or+xhiYh4yelzfFJ8M2GIrGxFU02F73urXiaa+fQDo82ZHp2I8edp61q3fq9lz8z7jR7/msJ6SJbz5MVQ7gKR33zkMG/MuTz9TIkt8yps3D839qlG/8XASEx8xbtRrpsTm6p14Ro/t65BPK5dvYvHCDTx4YCHsgYU580aCwfJnKzPq0zvvL+Lc+auUKlGYT+b2R3iWNaUuVKlelVy5ctGheRuer1KJYsWLMXf6LN4b8T5rV61m1eIVhD0IIywsjKDZ0+nf8y0s4eEkJiYyatJYp3yyWKIJC4+kZAlvQ7Z8t38XAB9Nnk7tenXIlz+foXyaFrSMkODDFCiYj3mfjnbKpzEBXWjZbgIJCYl8PLOvIXvSK3+O2hMbG0+r9hMRQiAEzJ/d35Q6dfGmO++PGuZQXtmTGbHFts0aE9DZsE+2Mp+i+U1ps0zrp7Iwv1O1N5M68NRTLg73mQNHr6N2tdI0eWUmvnXLMWq6432mlJLDh86maj8dbSfGDhuFh4cHnVp14OlyzzB93syUGNcpRe/Zl/EdvolWNUviU8CdU7/d4/ivd+nWpBwvjd+GQIvnvLcbUrFkfn6YqfVzvWftYcx7LSnlk4/eu8/h22sZrRqUw8fbg1O/3OT4+Rv4d6zBoCnbqF2pGE39V+BboxQTBzRl2TfHWbj+KPfDY3hgieGTldVNaUPB2Pjmx61aG9N78ErGvPcSJV3jHfZpypK9BB++TIF8biwc29a0fgHgKZcczJvTmvLlCvLJ3LYsXnaM6lV9WLbyOIuWHGVqoLZKcuqMfQB2ZabUhbn9tbqQBf2CmeMJ2/HjiAlDHbKld8+xhD3QtgSbO39Usi1Z5ZO9tnjfgZTDvhSKJwWRiYO0FQqFSQghJgITgKellJet5H5oe8A2BIqj7QVaQUp50SrNPGCQlNL6ICwJTJZSpnzD1uSNgRDAX0q53EruirYX6gQpZaAQYjowFMhjPQFrdX87KeVWG92lgE7AVGCWlDJACDGV/2fvvMOjqLoG/jtEIi0JHfmQplJUUGyAKBAIVYpiw4JIUcCKvJTQQaTzIiAogtIE7PoiWGiBgIWuAiKCBUS6CEkIQVI43x8zSTbLJmRnBzfg/T1PnmTv3DlzzrltcvbOGehp6++Lg6qa7SP/XvKzs2khUFtVq3iU5bftWaCqneyy34CvVLWj1/mrgcqqWsn+XAnYg51yQUSuA3YAT3ilV0BE9gJbVPXc18/mbEv6NZ5U1TezqVMOK+g6EiuP7sdAa1X9LDfXuPXmKrrp62wzFOSeuJxi+Lnj71L+7azKjgJ/bnZFjmv6pBw4f6V/iL/zO/l+5lwuRZvcwi3fuGFXXHKF81fKBVfIOlfkHNbc7XQ6H0VD952/0nnIS+0EeWtMudVObvWbvMSl2N5urN/g3prp1rxVJnZI4ELKufO+VKl6kyty3GorPXr4/JXOg1s23RL5hytytsT63vUZDPLaPJGX7pPcsilfobZbVNWdScfwj3JjsSK6PMrJw7r/HFd8tCFP9i+TdsBgCA4Pen1+CEgEtmM94g4eKQjsR/ibuXCdB7DGffp/VGvszw941XsUK43AOf95qervqjrR1jVdx6VYu08jVHWzj59cBV7PQyGsVAOePAZ4p0BYB9xl560FQETKA3ecR/4urN2xD3kWikg9oCIQ67/K50dVD2AF3jtgpRw4gpXL1mAwGAwGg8FgMBgMBsNFjkk7YDAEhydFJB9WLtXmWC+SGq6q8SKyCevlUBPsOmeAp4HLHVznehGZg5VTtipWyoBY+2VbAF8AXwGvi0gprJ2fd9n6jLFftoWIrAMWYwVcE7Hyn96I9cg8qhorIu9g5Xx9GdiIlRKgki0v2nMXr0OWAveIyCTgU+BWrHQI3o/nj8QKJi8XkQlY6RCG4zsVQQaqmiYiQ4EZIrIAK+9tOSyf/QzMzun8AJmHlWu2MjBJVb2DzAaDwWAwGAwGg8FgMBguQkzw1WAIDncDU4EhQDxWwPAlAFVNFZG7gVeBucBxYDKwAStlgT/0BNpi5UoNAZYAz6cfVNWzItIKGA1EY+Vm3Qv8x75mOmuxdtH2x5o3fgN6qeorHnU6YAVDuwCDsILGe7F2ceYY+MwlbwDlbfndsQLXbYD/eVZS1Z0ichcwAcvuA8A4rBdxReZ0AVWdKSJJQF/gE6xA8+dAP88XeF0A/gckAOHAWxfwOgaDwWAwGAwGg8FgMBj+QUzw1WAIDj+paqPsDqrqDnwHCod71RMfdTxJSM+FmsO1EoBn7Z/s6kRjBWdzknMWmGL/OCY7m2z5g+0fTyr5qLsS8E5mNcOrzl7gnGupavqu14DJ7ho+6p0GIty4psFgMBgMBoPBYDAYDAb/EJHiWBu4KmFtJHtQVU941WkETPIoqg48pKqLcpJtcr4aDAaDwWAwGAwGg8FgMBgMhn8z/YEY+yXfMfbnLKjqalWtpaq1gMZAErD8fILNzleDwfCPICIh5LwL9Ky9uzXPYufgzelLK1XVtH9KH4Czkt+Vt6AWKBq4Lq69/bmoO28nzktvozZvzs2evNROkLfaqmioC4oApLgjpmjoPlfkuOGbvNSHIW/pUxR32smtfuMGecm/buKKXaXyzpwF7s1b0ugudwTlJVy6vxGX5LjBltjyrsi5JfIPV+S4pY8b5KX7CYPBkGvuJvMJ5HlYL93O6Qng+4EvVDXpfILNzleD4R9EVYerqlzoFyqpaqx9nZUX8jp+EoP1r1x2PxfyhVZuMZScbfg1eKoZDAaDwWAwGAwGg8FgcEgZVT1k/30YKHOe+g8B7+RGsNn5ajAY/im6A2E5HD/2TykSADOBT3M4fuafUsRgMBgMBoPBYDAYDAZDFkqKyGaPzzNVdWb6BxFZCVzh47xBnh9UVUVEs7uIiJQFamK9YPy8mOCrwWD4R1DVXcHWIVBU9SBwMNh6GAwGg8FgMBgMBoPB8E+SlpxG/N74YKtxPo6p6q3ZHVTVJtkdE5EjIlJWVQ/ZwdWjOVznQeB/qpqrRE0m7YDBYDBcAEQkUkRURCKDrYvBYDAYDAaDwWAwGAyGHFkMPG7//TjwSQ51HyaXKQfABF8NBoPhQvEtcLv9+4LTr/dEmkR2pU+vCVnKd/zwC1ENu9C4QRe2b/s5o/z06b+pdGUzVsVsyChLTU2jY9eXqR8Vzdj/fnjONVbFbqVeZF8atxjE/v1Wloj2HcYR2WwA9aOi2bV7v2M5AIcOHadQ8fv55deDjmS0ve8lGjTpT5O7BmeUOZHzdM/plK7QgTfnZL600i05/rRTn14TaNb4SRrU68i6r793XRd/9QHf/cYfGdnJdcuuYLRTty7DaFCvI82juvHeO1+4bpO/+jz71CgaN+hCVMOsPnZrfLvRZ4Llm46PDqB5VDci7+xEnVsezlL/nx4LbumS05gK1nzz+76jtLl3BI1bDGLWXOdjM2vZEdds8lcOuLdm+ioLhk1utndemyemvLqYug36UC+yL+s2/ORIRqPmA4lsNoBGzQeyKnarY13cui/x9rFTmxo1H8jNdXvS7sFRQbdp/turqRfZl5Zth3H48AlKlizEwnkPsG5tN0JCsr6f9+qrijNrZjtmz2xHlWtKZFvmVBc37pHGjZnFVRWaM3zoa45luLl+u3UvC1nvz53K8TWmDIY8yligqYj8DDSxPyMit4rIm+mVRKQSUB5Yk1vBJvhqMBgQkRARuaTSkATbJlVNUNX1qpqQUz0RuTzQa3337U4SE5NYGTuL5OQUNm/akXFsxPDpzFswmvnvjGXE8OkZ5XNnLaJGjWuyyFn86QaqVb2SL2PG8fU3P3L48Iksx0eOfZ9lS15kzIiOjLFvthbM6U3s8jGMHP4Yr7z2qWM5AJNfXUyd26o6ljFl4pOsXTmW6N73MWnaJ47lDOnfnvGjOgfsG285/rbTmPEvsHzVGyx4Zxzjx2W+j84tm9zoN/7KyE6uW3YFo50A5rw1imUxM2n/cEvXbfJXnz79OrFq7WxmvDmc0SMz0lu5Mr7dmmuC5Zu3Fo5hWcxMevXpSMtW9R3L8WVXsHTJTr9gzjeDh89n9oyerFo6iq6dmjmW41n233FzXLMpmGumd1mwbHKzvfPaPDFvfgzfxI7ng4X9mfDyx47vSVZ+PpLVy0bTOPJGx7q4dV/i7WMnMlYvG83qZaN57NHGtGp5W1BtSk1NY/rMz/kyZiwjhz/GuJc/IiHhDD2eXcz2H46c0w+e6l6bgYNXED1oOU91r51tmVOb3LhH6tTlHua8NTIgGW6u327dy0LW+/NA5HiPKYMhL6Kqf6lqlKpWUdUmqnrcLt+sqk941NurquVU9WxuZZvgq8FwESAiw+1H2GuKyGoRSRKRQyIyQkTy2XU62XUq+TrXq0xFZJSI9BeRPUAyUNPjUfn7RGSuiJwQkQQRWSgiJbxkhIvINBE5KCJnRGSXiPQSEfGoU0REporIPrvOURFZKSLVPepcJiIDROQnu85BEZkoIgX89JFPm+xjpUTkdRE5YF/jJxHp5nV+uv8aiMgiEUkUkb9E5FURKehV90UR+db2zTERWSUidb3qnJN2QERiReQrEWkjIt+JyBngaftYTxHZKSKnbb9vFpF2ubF944btRDWpA0DjqDpsXL8t41jciZNcWf4KypUrTXzcSQCSk1PYuGE7detlvflZv2kXTRvXAiCyYU02bt6dcSwp6QwFC4QSFlaIOrWr8ePOfQDkz2/FtxMTT3NDjUqO5Rw7lkBCQhKVKpZ2LKNypSsydAoJyedYTtmyxc/xsRty/G2n/Pnz275NouYNmTe9btnkRr/xV4avMjftCkY7IcITnYdy3z0vsO/3Q1lkBUOfSpXLAVnHgVNdvMe3W3NNsHyTzpJFsdx9TyPHctwYC27pkp3sYM03KSmp/L7vT3o89yot2g5j988HHMnxLtv542+u2RSsNdNXWbBscnN9yWvzRKWKZThzJoW4+FMULx7mSEa+fELTVkN4uOMEjh8/6VgXt+5LvH3sREY6Sz7byN2t6wTVpr/+SuDKciUICQnhxhsqs37DTyQnp3HypO/31oaHXc6Ro4n8+ecpwoqEZlvm1CY37pHKlCmBx79AjmS4uX67dS/rfX/uVI6vMWUw/NswwVeD4eJiEbASuAd4GxgCDHUoqxPQCuhj//Z8kdRkQLHymAwC2gIZX13aAd/PgM7ARKANsBR4GRjlIWcSViLqF4GmQHfge6CoR50FwGDbnlbAGKArsNANm0QkHPgKuAsYbpcvAaaLyHM+ZCwAfgHutfV/EpjuVaecfexu+5pHgbUiUjMXOlYFXgGmAs2BGBF5FMuP79h6Porl73PvnHwQH59IWHgRAMIjihAXn3lTc/Zs5pdxqlYMfv68JTz06F3nyImLO0V4eCEAIsILExd/yuNYYsYxgLQ0S25ycgr1o6J5vvdM6tau5ljO5GmLebZH64B0sf5OY9S49+netUVActzwjTf+thNA+/t70+auZ2gclbmrwy2b3Og3/srIzk637ApGO42d0IvVX86hd5/H6d9vUtD1SWfo4Gk8/cxDAeniPb7dmmuc6uONE9+kpKTwww+/cNPN1zqW48ZYcEuX7GQHa745diyBbT/s5fWpzzBxbFeiB811JOfcsjTXbArWmumrLFg2ZSfnUpgnIhvW5NpaT9O8zVCef7q1IxkfLOzP6mWjadOqNiPHve9YF+vvwO9LvH3sVJejR+MQgVKlIoJqU8mS4ezZe5RTp/5m9ZptnIjLrO+LfPkyg5rpAU5fZYHY5I3TtdcNGW6s375w4/7cqRxfY8pg+Ldhgq8Gw8XFG6o6SlWXq2pv4E2gt4gUPd+JPhCgmap+pKpLVdXzOZ8dqtrZLp8K9AAiRSTKPn4XcCfwjKpOtPXpCcyy9Slp17sdWKiqs1R1rar+T1X7qOp6ABGpD7QHnlLVEaq60r7eM8C9IlLLBZt6AhWBKFV9w75GX2A2MMxHaoLPbR2Xq+pIrMDxYyKSsTVEVZ9Q1fmquhr4AugA7AGe4PyUBNqp6mxVjVXVbbafttk+WK2qn6vqWFWd5dNIkW72ztjNx46dIDy8CCcTEgFISDhF0Ygwz7oZf+fLl4/U1FRWrlhH8xZ3ZJRPmvgWjZoPZNGS9SQkJFlyTiZRNKJwRp2IiMIZx4CMb+RDQ/PzZcw43l8QzaOd/utITlxcIvsP/Mn111Xghx2/06HzREe6APTuP5vHHmnEx5+sc2yTJxMmfeyKHMCvdkrnvQ8nsubreQwb/GpA7RSoPr76jRObfJW54eNlK74NWjsVL279E1vvzps4ctjKbeZmWznpN9OmvE31aytT786bXBvfw15a6EqfCbZv1q7ZQoOGtziW49ZYcEOXnGQHa76JiCjMddXLU6pUBNdfV4Gt2/c4lpO1LCRgm5z4xs0101dZMGzyJedSmScSEpJY+E4su7e/TqfHomjcYpAjm4oXt3Ru17Yun32xKaA5y437knQft7nrNprcNdixLp98uoG2resEvO4GalNISAhDBrSnVbsX+WzpZqpe83/khGdw8uxZ9Vl25NAKft45OSj3SG7K8F6/m0d1C9q9rOf9OcCbc5Y77jeeY2rHj79n6zOD4VLGBF8NhosL768K3wWKADUcyFqqqqdzeZ0PgLNYQUKABvbnt73q+2KKvAAAIABJREFULQBCPeptAjqJyECxklSHeNVvgZUe4EM7/cBldjA0PTt8A78s8m1TC2ADsMfrGsuAEsB1XvV9+TgfkLE1RESaiJX+4S8gFUjB2tFaLRc67lXV773KNgG17BQNTUSkkK8T01HVmap6q6reWrJkMerUrcnqVZsAWB2zgdvqZG7ALVY8nP37j3Dw4J+EhRfmyJHj/LHvMG1bPcu7b3/O0EHT6NTlHlYvG83rrzxNjJ0EP3bNdm67pUqGnMKFC3D672QSE0+zcdNurq1eHlUlJSUVgPDwQtSsUcmRnF27D7D754O0bDuMQ4dPEBZWyG8ZALPmLkdE6PhoY/r2uteRLt64JQfwq50AzpxJBqBIkUIULlyQXr07uqaLv/r46jcnTiT4bZOvMjd83LzpzUFrpwT7H6vdu/YSUdT658LNtvJXn5Ur1rF+/Vb6D3wiIF28x3fBgpe70meC6RuAxYtW09bjMX9/5bg1FtzQJSfZwZpvChW6nCJFCpCUdIYDB/7iuuoVHMnxLqt+beWAbXKrvZ2umb7KgmGTm+2d1+aJfPmEQoUuJzQ0P9G976PG9RUdzTXpwaOv1+2kceQNjucsN+5LPH38TI/WNGlcy/H8+cmSDbRre3tA665b91ptW9chdvkY7mlTlzvv8L4Vz0p8whlKly5MyZKFOHUq2WdZmbJNqXLtC0G5R3JLhq/1e1nMzKDdy3ren6+I+Z4t3/3quL09x9RVla/I1mcGw6XMJfWCHYPhX4B3Fvr0z+UcyDqUw7Es11HVZBE54XGd4sBxVU32Ou+wx3GA5+yyLljpCI6LyFvAIFVNAkpjBWuze96oRDbl2eHLptLANVgB0txcI0cfi8jNwOdYwduu9jXTsHYh5yZPrS8d37LP7YqVAzZFRD4H/qOqe88n8Kabr6VAgVCaRHblhhurUb7CFYwbM4voAV0ZPLQHHR8ZAMCkV6IpV640X62fD8DIETOod0ctihULh5STtGlVm4+7TaF+VDQtm99C2bLF+X7rb2z57he6dmrGwH4P0Kz1UAoUCGXuGy9w5kwKLe8ejoggAtMm9QDwW06F8qX4JtZ6C2znbpMZFP0gFSuU9ksGwDMvvE7tW6vSqPlAGtxZgxeHPOK3LgCjxr3PO++vQRUOHjrO0IEPBSxn39EUBg7ulut2Anjskf7ExyWSlpbGiJHPZrS3Gzb1G9bblX5TrFi4Xzb5KnPTrgF973fFN/7Y1LnjYOJOJCAiTJk2wFWbnPSb3i9MICysMC2adKdK1YpMmz7IkS6+xnflmi7MNUH0jaqyYf32c/peMMaCG7rkNKb8lePmfDMouj0t2g4jNTWNVyZ2cyzHs2zGnDGUr1DWFZuCtWZ62zT3jRcofZU77RSs9s5r80SRIgVpGlWLepF9SUs7y5ABD9G86U1+t1NUy8EULBhKgQL5mTPjBcd92I37El8+vubqsn7rkpCQRFx8IhXKlwpofLt1r/Xcf2bw4859VCxfmlen9OCjz44xdXIrqlYpwatT2jBz1mZuurEss+ZuYcYbmxg70np539gJawF8ljm1KdB7JIC5sxcx8/UPOHEigbgTCUye2t9vGW6t375scnIv6+v+3Kk+3mNqxptLMRj+bUhOeUoMBkPeQESGA8OAq1X1N4/yKKwcsPWBK7FyhlZT1d0edaYCz6qq54uwFBilqoO9rhMJrAa6qupsj/JQ4DQwTFVHish4oDdQ0DMA63F+W1Vd4iW7InA/MBZ4WVWjRWQsVlqA+vjmoKoezOZYFnKwaT1WcLRnNqfuUtWTItIJmIOVnmCVx/lXY+WAfUxVF4jIKKAXEKGqKR71fgf2qGqk/TkSyxeNVDXWLosFLlPVO3OwoxjQDCsH7AFVrZOT3Tffcp1+vWFBTlVyRYGUAwHLMGTP3/mdfD9yLm61k1v6uEFe63t5qa3yki6Qt/TJS334UiUvjc281t55bUy5QV6zKS/1P8OF55bIP1yRsyU2+92suSUvjUu4NMdCvkJtt6jqrcHWw+A/NQoX1I+vrRRsNXKk2paf8mT/MmkHDIaLiwe9Pj8EJALbgfQEOhkpCOzH65u5cJ0HsOaLdfbnNfbnB7zqPYqVRmCdVzmq+ruqTrR1TddxKdaOzwhV3ezjJ1eB1/OwFKgO7MvmGt6v3PTl47NYqQsACmEFczO+uRKRxkAFF3RFVU+o6ntY6Q+cpJMwGAwGg8FgMBgMBoPBkEcwaQcMhouLJ0UkH1aO0OZYL3garqrxIrIJ+BWYYNc5g/UI++UOrnO9iMzByndaFStlQKyqxtjHvwC+Al4XkVLADqyXcD0BjFHVYwAisg5YjBVwTQQaAjcC8wBUNVZE3sHK+foysBEr0FnJlhftuYvXIZOwXur1pYhMAnYBhbECsvVV9W6v+neJyASsvLO1sXYcv6WqP9vHlwIvAHNtH1UFhgCOv5YWkZnASayg9VFb5mNk5r41GAwGg8FgMBgMBoPBcBFigq8Gw8XF3cBUrGBfPDASeAlAVVNF5G7gVWAucByYjLVjc5if1+kJtAXeA0KAJcDz6QdV9ayItAJGA9FYeVP3Av+xr5nOWqydpP2x5pvfgF6q+opHnQ5YuWG7AIOwgsZ7sXKqeudf9Rs7MF0PGGrrWg6IwwrCfuTjlA5YKRWewtrF+wbQx0PeMhF5HsvW+4AfgI7A4HNF5Zqvgc5YAdcI4CDWy8v8bTeDwWAwGAwGg8FgMBgMeQgTfDUYLi5+UtVG2R1U1R1ApI9Dw73qiY86niSoaqecKqhqAvCs/ZNdnWisgGdOcs4CU+wfx+Rkk6qewMrT2isXog762A3rLW8qVhDck5VedWIB8SqLzEbePOzdwAaDwWAwGAwGg8FgMBguHUzOV4PBYDAYDAaDwWAwGAwGg8FguACYna8GgyFPIyIheO0g9eKsvXv2X0k+Tbkk34LqBnnpjct57S3SbpGX+l5e801e0+dSI6+Nqbw0Fgz/LvJa38tr+hguDrbElndFzi2RfwQsY0ts4Hq4SV66nzDj22Bwjtn5ajBcBKjqcFUVVU29wNeJta+z8vy1/zFigJQcfma7cRFVnWvb/osb8gwGg8FgMBgMBoPBYDAYzM5Xg8GQ1+kOhOVw/Ng/pYjBYDAYDAaDwWAwGAwGgz+Y4KvBYMjTqOqu9L9FJBLrhWIj3E41ICLDgWG5eBmZr3NjIfsXahkMBoPBYDAYDAaDwWD4d2LSDhgMhouJSGAYF2buehO43eG5T9s/BoPBYDAYDAaDwWAwGAwZmOCrwXCRICIhInJJ7Va/kDaJSH4RyfUuVlXdr6rrnVxLVX9U1R+dnOsGqalpdOz6MvWjohn73w/POb4qdiv1IvvSuMUg9u+3sjQ83XM6pSt04M05ywOS06j5QBo1H8jNdXvS7sFRjuW0ve8lGjTpT5O7BrN//zHXbALo13siTSK70qfXhCzlO374haiGXWjcoAvbt/0MwLgxs7iqQnOGD30tYB8DHDp0nELF7+eXXw86ltO+wzgimw2gflQ0u3ft9dsmX2VOfNOn1wSaNX6SBvU6su7r7wPyjRvt7S3DiU0Ap0//TaUrm7EqZoMjGc8+NYrGDboQ1TAw/7olJzub3PKxG7o41ef3fUdpc+8IGrcYxKy5y4M2T3z84Qrq396RBvU6smRxbEA2eevjVjsFU45b60tWfY4AwRlT3boMo0G9jjSP6sZ773wRkE1w7rpwsa9RF6rfOL0niWw2gEbNB7IqdqtjOZ7r7q7d+12zyS0fB7O93bLJez53S5+SJQuxcN4DrFvbjZCQrP8GXH1VcWbNbMfsme2ock2JbMuc6uJWv/ElJxhz3/Hj8XR4OJqWTbszbsysgHyT3dprMPybMMFXg8ElRGS4iKiI1BSR1SKSJCKHRGSEiOSz63Sy61Tyda5XmYrIKBHpLyJ7gGSgpohE2sfuE5G5InJCRBJEZKGIlPCSES4i00TkoIicEZFdItLLMygpIkVEZKqI7LPrHBWRlSJS3aPOZSIyQER+suscFJGJIlLATx/5tMk+VkpEXheRA/Y1fhKRbp4+wtr1CpBiy1L7WCX789MiMl5EDgJngKK23Bkisttukz9E5G0RKeelW3ZtMFJEnheRPSJyUkTWiMj1XvVi01MP2J/T26it7f9j9s8CESnqdW4pEXnHbsMTIjLHPk/tNAvnZfGnG6hW9Uq+jBnH19/8yOHDJ7IcHzn2fZYteZExIzoyxr5JGtK/PeNHdQ5Yzuplo1m9bDSPPdqYVi1vcyxnysQnWbtyLNG972PStE9cs+m7b3eSmJjEythZJCensHnTjoxjI4ZPZ96C0cx/Zywjhk8HoFOXe5jz1khXfAww+dXF1LmtakByFszpTezyMYwc/hivTXvXb5t8lTnxzZjxL7B81RsseGcc48dlvucuWO3tLcOJTQBzZy2iRo1rHPulT79OrFo7mxlvDmf0yJlBl+PLJrfayS1dnOozePh8Zs/oyaqlo+jaqVnQ5ompU95mWcwMlsXMZOrkhQHZ5K2PW2MhmHLcWl889Zk2ZWFQx9Sct0axLGYm7R9uGZBNkHVduBTWqAvVb5zatPLzkaxeNprGkTc6luO57r7y2qeu2eSWj4PZ3m7Z5D2fu6VPQsIZejy7mO0/HMGbp7rXZuDgFUQPWs5T3WtnW+ZUF7f6jbecYM19o1+ayZBhPfhixQyiB3QNyDe++o3B8G/DBF8NBvdZBKwE7gHeBoYAQx3K6gS0AvrYvw96HJsMKPAwMAhoC2TcYdkB38+AzsBEoA2wFHgZGOUhZxLwIPAi0BTrBVffA55BwgXAYNueVsAYoCuwEP85xyYRCQe+Au4ChtvlS4DpIvKcfd6bQPrXrndipQjwThMwCKgKdAPaAX8Dxe3fA4AWQF+gCvB1LoPHHWx9emL5sgLwSS537E7BaqNHsPx7n13mycdAS1u/h4AUYGouZGewftMumjauBUBkw5ps3Lw741hS0hkKFgglLKwQdWpX48ed+wAoW7a4K3LSWfLZRu5uXcexnMqVrgAgf/7LCAnJ55pNGzdsJ6qJpVfjqDpsXL8t41jciZNcWf4KypUrTXzcSQDKlCmBrw3TTvQ5diyBhIQkKlUsHZCc/PmtrpaYeJoaNav4bZOvMie+yZ8/v61HEjVvyPznLVjt7S3DiU3JySls3LCduvVudOyXSpXLnaNHMOX4ssmtdnJLFyf6pKSk8vu+P+nx3Ku0aDuM3T8fCNo8cdVVV3Lq1N8kJp4mLLxwQD721setsRBMOW6tL1n1CQnamEKEJzoP5b57XmDf74cCssl7XbgU1qgL1W+cyMiXT2jaaggPd5zA8eMnHcvxXHdvqFHJNZvc8nEw29sNm3zN527pk5ycxsmTZ87RESA87HKOHE3kzz9PEVYkNNsyp7q41W+85QRr7vtxx69MGDuHFk26sWFdZl23+o3B8G/DBF8NBvd5Q1VHqepyVe2NFTTs7b3jMZcI0ExVP1LVparq+TXuDlXtbJdPBXoAkSISZR+/CytI+YyqTrT16YkVwOwtIiXtercDC1V1lqquVdX/qWqf9EfwRaQ+0B54SlVHqOpK+3rPAPeKSC0XbOoJVASiVPUN+xp9gdnAMBG5TFX3A/ttGRtUdb2PNAFHgHaq+qmqfqKqp1V1l6r2tK+3FvgAuNe+XkvOTwrQWlUXq+qHWMHbq4HaOZ8GwFpVfc72/VQs37dP33ksIs2w2qibqr6qqstUtRuwNReyM4iLO0V4eCEAIsILExd/yuNYYsYxgLS07N9T5lTO0aNxiECpUhEByUlLS2PUuPfp3rWFazbFxycSFl4EgPCIIsTFZwYfz57NPE9VzznXEyf6TJ62mGd7tA5YTnJyCvWjonm+90xq16npt03Z2enEN+3v702bu56hcVRm9w9me3vKcGLT/HlLeOjRu/DEaZ8ZOngaTz/zUNDl+LIJ3Gknt3Rxos+xYwls+2Evr099holjuxI9aG7Q5ok29zTi9tseoe6tD/PUM+0d2+SGXzL/zjoWgi3Hbbu6Pnlv0MbU2Am9WP3lHHr3eZz+/SYFZJP3unAprFHW3+73GycyPljYn9XLRtOmVW1GjnvfsRzPdbdu7Wqu2RSInEDXTDfbO1CbfM3nbuqTHfnyZX5xkf4lhq8yp7q41W+85QRr7lu/bht9ojszb+EYBvafHJBvDAaDCb4aDBeC970+vwsUAWo4kLVUVU/n8jofAGfJ3A3awP78tle9BUCoR71NQCcRGSgit4pIiFf9FljpAT600w9cZu/6TE/a08Avi3zb1ALYAOzxusYyoARwXS5lL1If/6GIyFMislVEEoFUIH3bZrVcyFyhqiken7fbvyvk4tzPvD5vBy4Hytif6wJpwP+86p2bQMkDEekmIptF5I8ffvydRUvWk5CQBEDCySSKRmTuxIqIKJxxDMjyDXg6EyZ9TKPmAx3L+eTTDbRtXSdgOb37z6ZEiTCeeGpqwDalEx5ehJMJiZachFMUjQjLOOZ5k50vn28Zkya+5cimuLhE9h/4k+uvs7rJm3OWO/ZNaGh+vowZx/sLonnpxdf9tik7O5345r0PJ7Lm63kMG/yqY9+k40Z79+4/m8ceacTVV5X126bU1FRWrlhH8xZ34IkTv0yb8jbVr61MvTtvCqocXza50U7pPnbDv071iYgozHXVy1OqVASfL9vM6rXbgzZPjBn5Bt9u+4Dvtn/ImJFvBOxjgGUrvnWlnT7+ZF2ekJOOG+vCY4804qqrywdtbBYvbn2xWO/Omzhy+Jhr64ITXbzJC2sUuNtvAhkLxYtb/mvXti6ffbHJlXX30U7/zTNjwema6XZ7B2qT53x+/XUV2Lp9jyv6nA/PfxHOnlWfZUcOrQh6v/GUM+ylhUGb+6pUqUD1aytTpkwJ8uXL58paZzD8mzGjwWBwH+8kQ+mfy3lXzAWHcjiW5Tqqmgyc8LhOceC4Xe7JYY/jAM8BM4AuWIHYoyIySUTSv7YsjRWsPYW1CzT956h9PEue2Vzgy6bSWEHcFK+fD/y8xjmy7bQFr2GlgrgXa8dqXftwbtIOHPf6nP4skxvnlgVOeAV34dw+lAVVnamqt6pq+RrXVeT1V54mxn6xROya7dx2S5WMuoULF+D038kkJp5m46bdXFu9/Dny+va6l9XLRjuW88mSDbRre3tAcmbNXY6I8O5b/QLSxZs6dWuyetUmAFbHbOC2OjUzjhUrHs7+/Uc4ePDPLI8Oe9Krd0dH+uzafYDdPx+kZdthrIj5ni3f/epIjqqSkpIKQHh4IQoWvNxvm7Kz0185Z85YU0mRIoUoXLigY9+AO+2dLqPjo40d2XTkyHH+2HeYtq2e5d23P2fooGmcOJHgt19WrljH+vVb6T/wiSx9JxhyfNnUqcs9rvnYDf867TeFCl1OkSIFSEo6wyMPNuTO268L2jxx+eX5KVSoAIULFyQ5OTWgsZBO86Y3u9JObszDgcrxxC19nLSTW2MzwQ5W7N61l4iiYa6tC089P/2iX6O828mNfhPIWEgP+ny9bieNI29wZd2tWaNSnhkLTtdMN9vbDZs85/MDB/7iuuoVXL33y474hDOULl2YkiULcepUss+yMmWbBrXfuHHf59bcd03VChw69CenTp0mNTXNlbXOYPg3c0m9Od1gyCOUAX7z+gxwALjS/juUrGQXXMzpObMynh9EJBQoZl8HrMBfcREJ9QrAXuFxHFVNxMo3OkBEKgL3A2OxdrtGA39h5Uytn40eB7Mpzw5fNv2FFcztmc05uwKQ/RAQY6eAAEBEKudS3oXmEFBMRPJ7BWDLZHeCL9q0qs3H3aZQPyqals1voWzZ4ny/9Te2fPcLXTs1Y2C/B2jWeigFCoQy940XABg17n3eeX8NqnDw0HGGDnzIkZyEhCTi4hOpUL5UQPo888Lr1L61Ko2aD6TBnTUY3P/BgG3qN6w3N918LQUKhNIksis33FiN8hWuYNyYWUQP6MrgoT3o+MgAACa9Eg3A3NmLmPn6B5w4kUDciQQmT+3vyKYK5UvxTaz1JtnO3SYzKPpBR3LOnEmh5d3DERFEYOLUYVS/trJfNvkqA/z2zWOP9Cc+LpG0tDRGjHw26O3tLWPAiL5+2VSuXGm+Wj8fgJEjZlDvjloUKxZOsWLhfvml9wsTCAsrTIsm3alStSLTpg9y5F835GRnEyknXWmnASP6Bq5LAP1mUHR7WrQdRmpqGq9M7MaNN1QOyjzxZPf7adygCwBdnmgXkE3e+gzoe3/A7fTikEdcaW+nctxaXzz1qdfwdoYM6xGUsdm542DiTiQgIkyZNsBxe/taF66sfnGvURey3zgZC1EtB1OwYCgFCuRnzowXHNnkve5Om9TDtfHtxlhwsma62d5u2eQ9n7ulz2Uh9Zk6uRVVq5Tg1SltmDlrMzfdWJZZc7cw441NjB1pvdxr7IS1AD7LgtlvfMmpXPOfv58A6/6xU4dBnD79NwOHdHPsG1/tZDD8G5Hz5RAyGAy5Q0SGA8OAAao61qP8DawA4JVYj89/A9ynqh/bxy8DdgBVVVU8zlNglKoO9rpOJLAaWKaqLTzKH8VKKdBEVWNEpBXwKdBBVRd61HsD6AiUU9Vj2djyLXBIVVt5XK+JqsY48U0ubBqOtQP3WlU96utcu94AYDQQrqonPcorAXuAJ1X1Ta9zvgMOq2pLj7IRWC9Ce1FVh3voMOx8beBxrc6qOtcuiwVQ1Uj7cySWz5qq6kqPczsBc4DKqrrXzvm6DGivqu971FsCtAYaqWpsdv4AuPXmKrrp65dzqvKv5e/8Tjabn0uBlAPnr/QP4ZZNbmF8c3HgVjuZMZU9ecmmS5G8Nr7z0pgyfc9gyOSWyD8ClrElNm/t1sxL859b802+Qm23qOqtrggz/KPUKFxQP762UrDVyJFqW37Kk/3L7Hw1GNznSRHJh/UIf3PgCWC4qsaLyCbgV2CCXecM8DRWHlB/uV5E5mDllK0KjAJiPQKkXwBfAa+LSCmsAO9dtj5j0gOvIrIOWIyVjzQRaAjcCMwDUNVYEXkHK+fry8BGrFyylWx50aqa+ZpLZ0zCeqnXlyIyCWuna2GgOlBfVe+26/1o/+4tIl8Aaaq6+TyylwLRIjLQ1r0x1u7eoKOqy0Xka2Cm/QK0X7B0S381uMlSbzAYDAaDwWAwGAwGw0WMCb4aDO5zNzAVa2dlPDASeAlAVVNF5G7gVWAu1qP/k7FeNjXMz+v0BNoC7wEhwBLg+fSDqnrW3v06Git9QAlgL/Af+5rprAUeBPpjzQm/Ab1U9RWPOh2wdqZ2AQZhBY33Yu3azDE/aW6wA9P1gKG2ruWAOKwg7EceVT/Fyt/6tF1X7J+cGAEUBXph5VpdgxUU/y2nk/5B2mH1l3FYL99ajNV35mL1H4PBYDAYDAaDwWAwGAwXKSbtgMHgEh5pB/KrauoFvE4kPh5pN1w6iMg0oDNQXFXP5FTXpB3InkvxceK89OgZGN9cLOSlR6Th0uw3ecmmS5G8Nr7z0pgyfc9gyMSkHbiwmLQDBpN2wDlm56vBYDAEETsPbARWWohQoAXwFDDhfIFXg8FgMBgMBoPBYDAYDHkbE3w1GAwBIyIh5Pz4/1lVNflLfXMKeAG4Giv37x5gIDAhmEo5wa1v5nedqOqKnBtT33ZFzt+lAv/i1K2dAnlpt5Wbctwgr/nmUsTssMuevNRv4pIruCLnClnnipy8tLszL7UTXJpjyuwmv/Ac1tsDllE0dJ8LmuQ9tsQGLsON3bMA6zvFuiLn8oolXJFzepULGddeejZwGQbDv5R8wVbAYLhUUNXhqioXMuWAfZ1Y+zp5KeVADJCSw8/s4KmWt1HVD1S1lqqGqWqoqlZT1XEmWG0wGAwGg8FgMBgMBsPFj9n5ajAY3KA7EJbD8WP/lCIGg8FgMBgMBoPBYDAYDHkFE3w1GAwBo6q7gq2DwWAwGAwGg8FgMBgMBkNew6QduIgQkb0iMjfYehhARIaLSOMLILeWLbu4w/Mr2edf5bZufugQKSIqIk1cklfJltfJDXmBIiI1RGSGiGwRkWQR0RzqFhORN0XkmIicEpGVIlLTR70CIjJBRA6JyGkRWSciDS6sJQaDwWAwGAwGg8FgMBgARKS4iKwQkZ/t38WyqTdeRHaIyE4ReUVEcnr/DWCCrxcb7YCXgq2EAYBhgOvBV6CWLdtR8BWoZJ8ftODrv4BbgLuAfcDm7CrZE/ASoAXwHHAfkB9YLSJXelWfBTwJDAVaA4eAZSJSKzcKpaam0bHry9SPimbsfz885/iq2K3Ui+xL4xaD2L8/MwPEoUPHKVT8fn759aArcn79xXpBQb/eE2kS2ZU+vbK+M2zHD78Q1bALjRt0Yfu2nwHo02sCzRo/SYN6HVn39fdZ6v93SH+6tGnG+EH9spSP7P08nVo1oXPrpuze8QMAr48fzYORt/PEPS2ZP31qVt88N5v6d49n7NSl59j09IC3KV2jN28u/CqjbP6H66nXZiwtH5nC4aPxfts0bswsrqrQnOFDXzvnek583Pa+l2jQpD9N7hrM/v3HHMl4uud0SlfowJtzlmep649dx4/H0+HhaFo27c64MbMcyYhZuZ6GdzxOiybd2PXTHse6PPvUKBo36EJUw8wyp/5t32Eckc0GUD8qml2797umi79yfJW5KcetfhNMOb/vO0qbe0fQuMUgZs1d7khGdvOYPz4GOH36bypd2YxVMRscychp7nNLzrB+g7mnaWuG9BmYpXzK+Je56eoajHtxdI5l4KydfJUFa3x7z59OfJzdnB7MtXf+26upF9mXlm2HcfjwCdd849b4dmNtcUsfJzKmvLqYug36UC+yL+s2/ORYjls+9lXmz/j+acdO7m7SirZRd/Hj9h1Z6rsxFoKx1rk5Ln3dB5QsWYiF8x5g3dpuhIRkjalcfVVxZs1sx+yZ7ahyTYlsywCq3LqtAAAgAElEQVRS087See4GGk1cxYRlP52jD8Ch+NNE9PyIX44mAtDuta9oPHE1zaesYf+JJFLTztLxvzE06LuIce9/d8757ccsp1H0JzTou4hd++MAaPviFzTst4imA5ew/5glN/XsWZ74fDtN39nIxA17zpHT4r1NNH9vEy3e20Tsvr8A+HjXYRouXE/kwvV8+stRxz72Xr8NhjxMfyBGVatgvdemv3cFEakH3AHcANQAbgMank+wCb5eRKjqd6r6a7D1MBj+5cxX1fKq2g5YlUO9tliT8mOq+o6qLrXL8gEZ0UQRuRF4BOilqm+oagzwIFZwd0RuFFr86QaqVb2SL2PG8fU3P3L48Iksx0eOfZ9lS15kzIiOjPG4SZr86mLq3FbVVTnffbuTxMQkVsbOIjk5hc2bMm/yRwyfzrwFo5n/zlhGDJ8OwJjxL7B81RsseGcc48dlvpdt57bvSTqVyOwly0lJTmbHd1syjnV+/j/M/Wwlw1+Zzoz/jsko/8+Lo3lz0Rc89tRzmTYt30q1a67gy0/68fWmXzKCqekMeaEV44fcl/E5NTWN6fNi+XJRP0b2v4dxry7z26ZOXe5hzlsjz20ohz6eMvFJ1q4cS3Tv+5g07RNHMob0b8/4UZ2z1PPXrtEvzWTIsB58sWIG0QO6OpIxZuQbfL78debMH8XIETMc69KnXydWrZ3NjDeHM3rkzID8u2BOb2KXj2Hk8Md45bVPXdPFXzm+ytyU41a/CaacwcPnM3tGT1YtHUXXTs0cyfBV5q+PAebOWkSNGtc4bqfs5j635Gz7biunTp1i0YpPSUlJ4fstmf+wP/J4B6bNfj2Lr3yVOW0n77Jgjm/v+dOJj7Ob04O19qampjF95ud8GTOWkcMfY9zLH7nmGzfGtxtrSyA+9tbHiYx582P4JnY8Hyzsz4SXP3Ysxy0fe5f5O77HvzSW1+bOZMb8WYx/aazjtvI1FoK11rk5Lr3vAwASEs7Q49nFbP/hyDnXeKp7bQYOXkH0oOU81b12tmUAn247SLUy4azu3Zivfz3G4fi/z5E3ddXP1K6UGbB9+cGbWNW7EX2bVeeVVT+zeP1eql9ZlLUT7uGrHw9x+HhSlvMX9I1i9bi7ealjbaYu3g7AlO53sGb8PfR7oBaTF20D4LNf/6Rq8cKseLg26w6e4MipM+fo8tkDt7C0/W1EVrD0eXXL73zx4G188eBtTN3yu2Mfe6/fBkMe5m5gnv33POAeH3UUKACEApdjbbA6d7LwwgRfA0REqorI/0TkqIj8LSL7ROQDEbnMfpR4koj8ICKJInJYRJaISHWP82+zH6lu60P2ayLyp4jktz9nSTsgIp3sc+uKyEIRSRCRg/a25wJesq4Skc9FJMnWdaKIdLPPr+RR7xER+c7WN0FEtotIdz/8cY2IzBeRPfbj07+JyHRf27VFpKG9lTvefiR7q4h09arzpIh8a8s6ISJr7G8a0o+XFZG37Me6z4jINhHp4CVjuK9Hw0Vkrojs9fic/nh7dxEZYT8CHme32ZUe9dJlDbLrq4gMz6V/cuovnYA5dtWfPWRXss991n4c/bit13oRaeUhOxJYbX9c4XF+ZLre3nqKj0f67T65QkT+8mjDc7fwnZ8I28cn7L60UERKeFaw7R4gIj/Z7XfQ7psFshPqcW4Hu8/8bbf/fBEp63F8qoj84nXOFtveazzKRonIEZHzPyoAoKpnc1MPK9B6UFXT2wRVjcfaDXu3V70U4D2PeqnAu0BzEbn8fBdav2kXTRtbm2QjG9Zk4+bdGceSks5QsEAoYWGFqFO7Gj/u3AfAsWMJJCQkUaliaVflbNywnagmdQBoHFWHjeu3ZciIO3GSK8tfQblypYmPOwlA/vz5AUhMTKLmDZn/jG7fvIm6Da3N5XUaNGLr5o0Zx8pVrGSde1l+QkJCMspfeWko3e9rw67tmddcv2UPTRtca9lUrxobv9ubxXdly0Rk+fzXiVNcWbYYISH5uPG6K1m/5Te/bSpTpgTZdScnPq5c6QrbV5cREpLPkYyyZc/dTO+vXT/u+JUJY+fQokk3Nqzb5kgGQOHCBSlbthS//brfsS6VKpfL4pNA/Js/v5X+PjHxNDfUqOSaLv7Kyc5fbslxq98ES05KSiq/7/uTHs+9Sou2w9j98wG/ZWSnn78+Tk5OYeOG7dStd6Pjdspu7nNLzrebttCgsbUJo36jBmzesCnjWKkypc+Zo3yVOWknX2XBHN/e86cTH2c3pwdr7f3rrwSuLFeCkJAQbryhMus3/OSab9wY326sLYH42FsfJzIqVSzDmTMpxMWfonjxMMdy3PCxrzJ/x3d8XBzlrixH2f8rS0J85pfQboyFYK11bo5L7/sAgOTkNE6ePDc4CRAedjlHjiby55+nCCsSmm0ZwIY9x4m6tgwADauWYtPvx7PIOpZ4hoS/U6hYolBGWeWShS29QoQQETbsOkKTm6x/RRvdUI6Nu49mkZH/MuteOPF0CjUrW/9qVb4i3JaRj5B8lp82HYyncUXreIPyxdl8KOuGhHwCrT/YwuOfbuP46RRLTtFCnEpJIzEljfDQEEc+9rV+Gwx5mDKqesj++zBQxruCqq7Dirscsn+WqerO8wk2wdfA+QwoBzwFNMfalnwGy7eXY70BfiTQyq5TAFgnIlcAqOomYBfgHTAMBdoD76pqynl0mA/8CtwLTAeeAQZ4yVqBtS36KaATUBkY5HXNO4EFwBqsCP/9wBtA0dy5AoD/A/4AXsDyxwggCvjc61p3Y23jDgW6YwWjZgMVPer8F5gJfIu1E7ADsBaoYB8vbOvaEhho67wdmC8i3fzQ2ZsBwDVAF6AncDuWX9K53f491/77duDNXMrOqb98htVXAB7wkJ0++CvZ13kAq29sBj4VkRb28W+x2h7geY/zv82lbohIEWAZkIbVT1pitaGTl/NNxvpW6GGsvtYW8H42ZQEwGHgba4yMAboCC8+jZzesfr8Tq9/3x/LnGtsGsCbEq0Ukvb8Uw0rrcJqsKSMaA7Gqmm3uVodcD/zgo3wHUMFDz+uBPaqa5KNeKFZfzJG4uFOEh1s3bRHhhYmLP+VxLDHjGEBamhU7njxtMc/2aO26nPj4RMLCLdPCI4oQF595Y332bGbc2tPd7e/vTZu7nqFxVOZOgZMJcRQOs/7hKRIezsn4rDeIAK+MGs7DT/QA4OEne/D2yi8ZOGES4wb2ydQ7IYnwIgUtm8IKEpfg7easlCxehD37jnEq6Qyrv97FibgkRzZlhxMfW3+nMWrc+3Tv2sKxDG/8tWv9um30ie7MvIVjGNh/siMZAEeO/MWun/ZkSTvg1MdDB0/j6Wce8rDff98kJ6dQPyqa53vPpG7taq7p4q+c7GS7JcetfhMsOceOJbDth728PvUZJo7tSvSguX7LyE4/f308f94SHnr0riz2uDX3uSUnIT6eMHsODQsPJyE+ASe44eNgjm/r78z5E5zPN94Ea+0tWTKcPXuPcurU36xes40Tcadc840b49uNtcWpb3zhREZkw5pcW+tpmrcZyvNPtw5Il0B97KvM3/Ht1vrii2Ctddnhxn3A+ciXLzPomx4A9lUGEHc6mbAC1r9REQXzE5+UnEXW1FU/83TDc2/1084qY77YyRP1ryIuMZnwQnaQt3AocV47VpNT0mjQdxE9X/+KutUyv9hJSzvL6He/pVvL6yxdzqQQFmrpEh56GfFnUrPIWdCmFkvb30arq0sxfsNvALSpUpo75q+j3vx19LipgiXHhfXbcPGSkqIcPJi3f4CSIrLZ4ydLbEis97D84OPHc4MUdnzA1ya+a4BrgSuxYjuNRaT++XznJKBisBGRkliBkbtVdbHHobft38nAEx71Q7ACW0ewAlKT7EPzgcEiEmHvjAMrp2Rx+9j5eFtVh9l/rxSROrb89LJOWDlA66jqRluXL4DvsQOZNnWBOFV9waPMr6QsqroWK0CKfZ1vgF+AL0XkJlX9zt5hOMW+fiOPnYQrPc67BugFTFLV/3hc4jOPvzsDVWwZsXbZFyJSBhgpIrNUNc0f/W32quojHrqUAiaIyP+p6kFVXW8vqgdUdX1uheaiv/wpIulpJb5X1Sy7NlU1I6IkIvmwgtdVsQK5S1U1QUR+tKvs9Ec3D6oDxYB+quq5/WCuA1k7VDX9ua+lInIcWCAiUaoaY09Q7YHHVfUtu95Kj3q1VPV7b6H2OHoJK2D6kEf5T8CXWEHzV4BYrMmyEdYjAw2BBOBju2ymHQC9lcxHC9ykOLDXR3n6V97FgES73okc6mWb/1dE+hYpUoDf/zjKE/YjPAknk7jmqowNwEREFCbBI+AYEpKPuLhE9h/4k+uvs4b/m3OWs2HTbnbs3BeQHIDw8CKcTLBySyUknKJoRJinvhl/58uX+d3fex9OZP/+Izzavh9rvraCB0XCIjh10rrxPnUygbCIrDtUF854lauqVuemutZG+IhilpsqXmXdwM6bNpnvVsxnx66DPPHInZY+iae5plJpciIkJB9DerWmVYep1KpRnqpXlXZkkzcTJn3M50s3++3jdHr3n02JEmE88dRUxzK88deuKlUqUP3aylnK/JUxakxPHn90ABUqlOV2j12DTnw8bcrbVL+2MvXuvIlJE99i+WcxjnwTGpqfL2PGseXbXxj20kIimzUKSBenNmUnO1A5gfjGk0D7cKByIiIKc1318pQqFcHcBTGsXrud0NDL/JbhSz9/fJyamsrKFet45/0JbNqY+f2aW3OfW3LCwsM5ac+hiSdPEh4Rjj+8NmkaXy77yFE7eZcFc3yDNX8+9kgjrr6qLH/jzMeeONXHrbU3JCSEIQPa06rdi1Zg468EFi1ZH5BvPv5knSvjG9xZW9yYt5at+JaF78b6LSMhIYmF78Sye/vrHD0aT9NWQ7jiimIB9z+nPvZV5u/4dmt98UWw1jpvJk18i6Wff8XOH38O+D4AHs/WXsgaAD57Vn2WHTm0gqaTvubHQ/F0ucN6FUfC36lcXapIRr24pGT2n0jiuv/Leo8L0O+jrZQsHEqPBZv58chJuja3Hpw9mZTM1WWz1g/NH8LaCfew5ec/GbZgM4uGWoH+PrPW0SGqKv/7Zg+fb/qdH345Rqea1g7ak8mpXFW0UBY5xQtaT1K0uaY0C3ZYOanHrvuNzZ3uAKDuW9/wcvOBAa3fpUpF8NfxzMC6wXCBOKaqt2Z3UFWzfTG4/URsWVU9ZD9Ve9RHtXbAelVNtM/5AmvT25c5KWV2vgbGX8BvwFixHo+v4l1BRB4UkQ0iEgekAqeAIoDn12oLsHbJPuBR9hiwKz1Yeh4+8/q8nXODqvs8ZdlR/I+8ztsEFBORBSLSWkT82fEKWLtsRWSg/Rj5aazHqdM7YTWP3xWBN3N4hLsJVv+cmc1xgAZYAdBYr/IFQCngOn/1t/nc6/N2+3cF74p+ct7+khMicouIfCoiR7D6UgrQlKx9KVB+BuKAGfZj/eUDkPW+1+cPgLNk7hxugfUFxYdipR+4TEQuIzPg3yAbudWA0njtjlXVr4DfsZNdq+pxYCuZu1wbY+2UXokVfE2/xmVkpmu4KBArZchmoH3xYmG8/srTxMRuBSB2zXZuuyWzaxUuXIDTfyeTmHiajZt2c2318uzafYDdPx+kZdthrIj5ni3f/crqZaMDlvP8M6OpU7cmq1dZj7+tjtnAbXVqZsgoVjyc/fuPcPDgn4SFW49UnTlj7QAoUqQQhQsXzKh7w2212bg2FoANa2O54ZbbMo6tWx3D1k0bePI/mS/iSjxp7fo48dcxUlNTefzZF1j9UW9eH/8oMV9ZLziI/XoXt9WqdF7/tm1+I7Ef9+GeFrW4s04Vv23yRd9e9zryMcCsucsREd59q59jGb7w165rqlbg0KE/OXXqNKmpaY5k1Ln9BpaunEm/AV2pVr2yY11WrljH+vVb6T/Q+n6zV++OjnyjqqSkWDs/wsMLUbDg5QHr4tSm7PpSoHKc+sabQPqwG3IKFbqcIkUKkJR0hkcebMidt1/nt4zs9PPHx0eOHOePfYdp2+pZ3n37c4YOmsaJEwmuzX1uybml9q18FWvdfn25ei231M72fxCfPN3rWUft5KssWOMbMufPjo9mPvAS6JzuVB+31l6Atq3rELt8DC8N60C//9wbsG/cGt9O/OtrbXFj3mre9GZHMvLlEwoVupzQ0PxERBSiTJmirvQ/pz72Vebv+C5arBgHDxzk8KHDFAnLDGq6cX8TrLXOm169O7IsZqYr9wHnIz7hDKVLF6ZkyUKcOpXss6xM2aas6BXJqw/fwuqfrFSQa3Yd5daKmZn4dh85yc9HT9J62lpidh7h2Xes9xvM+XoPIrDgidtZ0SuS6c82YNVW61H91dsOclvVUhkyVJUUe9yEF8pPwcut1ACzlu1EgI5R1ehzXy1Wjb2bV5pel/EirbV/HOeWK7IGcRPsnbDrD8ZRuai1nlweIhTKn4/C+UMoVSg04PX7wIG/CA/LGvQ1GPIYi8n8BuZx4BMfdfYBDe34RX6s+MN50w6Yna8BoKoqIk2B4ViPS5cQkT3ABFWdLiJtsPI4zgNeBI5hBZ8+x0o/kC7ndxFZixVwfdMOerbC2t2XG457fT6DFcxNJ7uIfZakwKq6RkQewHoz+/8ARGQN8B+vXZA5McY+fwTwDXASazv2x2TanJ73c/85Z2eSmzrFyXwk35PDHsed4Muf4NFmTjhff8npXDsIGgP8iOXffVgB2Jewtry7gqrGi0gjYAjwGhAmIjuAYarqHaw/H979K1lETmBtzQcrgBqK9YWEL0pkU57ertm1vWe7r8ZKnwFWwPVNu6yMiFxnlx1U1V052OGUE1i7W70p7nE8/XfFHOp590dUdSb2FxO33lxF27SqzcfdplA/KpqWzW+hbNnifL/1N7Z89wtdOzVjYL8HaNZ6KAUKhDL3jReoUL4U38Rab5Lt3G0yg6IfBP6fvTOP16nqHvh3ERmvIZFMV4WU0K+SlHnOkOrVIGQoVCol8ywyhZQKZRZFg6HIPFSvWYYiVCQZGriuebjW7499nnvPPZ7n3mc43vvE+X4+Pjz77LPO2mvvfc6xztprQ6RyXuvxEjffUohMmTJSo0prSpcpQaHCNzBk0Hi6dGtNz97taN7EZEQZ+XYXAJo16cqxuBMkJCTQf0D7xDaWLF2WjJky0apBLYqXKs0NBQrx4chhPPNKJ4Z0f42s2WN49uEHib25GD2Hv81bfXvy80/buXjxIi/1StqnrEHNMnz+1SQqPjSUutVLkT9fDjb/8Dsbt/5G6yYPMHDUfGZ8sQ5VOHA4jt6v1ufFHjPYvusgRQrk5t1BTZDCJUNq06QJsxk3ZhZHj8YTdzSet95J2iQzVBsDvNBhDOXuLk7V2t2p9EApenZ9LGQZA4fMZMbMlaadB4/QuU9H7vy/0NrVs3c7WjTtwenTZ+jey6zeCVXGkEHjWb50Lbmvy8k77yXt0ByqnI4dhpE9e1bq1GhLseJFGP1+j7Dse/bseeo+1BcRQQRGj2xH0Tvc0SUc+zrL3JQTzthzjpve3Z9IUzk9ujxOnYZ9uHAhgbeHt6FM6aIhy/BXFoqNCxTIy7drzKKkAf3HUuH+suTKFUOuXDGu3PtC7e9AckrfWYZrr72WRjXrc3vpUhQoWIBRQ0fwcudXmT55GpPHTSTuaBxxcXEMGjnUb1m448ZZlvemtJnfcOn9s1v/TiHbONA9Pa2evQAvvjqW7Tv2UaRQXt4d1Y5rrkkfsW369Wriyvzu3KdjxM8WN+9b3Tr9JyQZ2bJlpmb1slSo0omEhIv06vaEa+MvXBs7yzIWDG1+v9ajM+2am48Zb4wYEvb9xt9cSKtnnVvz0t97QNN2cE36dLzzVj2KF7uOd0c1YNz4DdxZJj/jJ21k7AfrGTzARH4OHmYWfPorA6hX+ka+mLKeqsOXUef2/OTPkZktv8exad9RWt5flFWdqgPwzJR1dK1j4oZe+mQT9xTJTc2RK6hY7Hp6tb2fliN/pVKn2dS9uzD5c2dl8y9/s/Hnv3iqajEe7P0VgtH/nefMyuf2731DuRJ5qdZ1DpVK3Ujfpvfw4E3X03bXYWrOWEetm/JwQ7Zr2fpnPN8fjufpOwpSb9YGMl2Tjkzp0zG2TimjV5lC1Jhh4rdaWlGzbjy/5y/cgIdHlDIYmClmL6LfMOkvEZG7gXaq+gwmlWI1TJCeYlYhz0tNsLif5vDqxFpKXwZoj8lZ+SAmR2k5VS1mq5cBk3Nymqq2sJW3xuRXLYrJXTkGKKqqv9nq7MUstW5h/W6B2aCpmH2JuphNlfqoqli/JwDVVTWZg0dEemOcwkVVda/jWDagCjAE40AqGMxGQyLyB7DAGpS+sqqYXeFbquokESkB/IQZvGMDyGlr2eDWQI4xEZkJ3KeqhRzlLTB2Ka2q20SkK8bZea2qnrPVmwfcoaqx1u9YYA/wrKp+aKtXBeOwS0xvIGbTrYGq2jM1mwTQ/ZLxoqoLUujTZzHOtkKqut9WvhIoYmuDT9eaqpqYxsE6dgYYoardbWV3YXLHtlTVSY7612CW5HcD6gNlVNVfDlNn23w6tFbVCbbyjJix30dVB4jIYExO3UD5UQ6o6gFbv/jGz22YfKjPqOp4x7X3AhtV9VHrdwPM16v7gW+tNmyz0jO8h0ldsUNVk+VcDhYRGQD08M01x7EJQC1VLegon4QZS0Ws370xeW9z2vO+WvO4GxCjqv4z/mOcr+u/GxGO+q5zJkOB1CsFwc6jxVOvFARlLkxPvVIQnLk+tIgxf2Q6H12bC7jVV9GEWzb2bHN1cSX2d9y5SBfqGG6Q1a7IccPG0Ta/vTkVGM/Gl59Del/qlVIhZ8Z9LmgSfbgxbu6q8rsLmsCaFitckXNNkUDxKKFxetmvEcvI8nr71CsFQbosDTemtCzcI3opkTGTjs0Tm9ZqpEjVgzujcnx5aQdcQg2bAV9+0lJAFkx0op1mQHouZRYmwvIpq843dsdrhKzBbPCTuBOD5fx7NNAJqnpCVb8ExmIiZ4O962fBLIe309LxexcmF+YzYk/ik5wlmCjhlDbOWgkUFJH7HeVNMJG+vvynPjuW8lWwoosrpCA7Nc4BmVOtFYAA4wWSomydsn3rMxJtKyLFMU5FO4HOB2OHUo6yeinoeMHKG9sLc68INcL2McfvxpYc3//mvsZEE+dQ1Q1+/hwIIHcnJqr2CXuhiFTARJCusBWvxGwe1h8Tee5zHi/DbNRVlsuXcmAuUEBEKtt0jAF8DmEf84AM2NKOWI7vx4FFKTlePTw8PDw8PDw8PDw8PDw8ohsv7UAEiEhpzMZRn2A2lUqP2dzqAsa5Ew80EpGRwJeYKMIXMTk1k2FtljQHs1t9fuBZF1WdBHQBPheRHsBfmI3AfEuiL1rt6Q/kwzijDmDSBbyE2fzpryCv9TXwtIhsw9jkERxOTmv5fQdMKoJlIjLG0qkkkFdV+6jqL5bdXhWR7BhnVQJQDvhJVT+x2vWyrV37Mc7rmkBb22ZbC4BjwAci0geTkqEzZrOjcNkO1BORrzHLxg+k4CwEghovPrkAL4jIZIyzdSvGGX0BmCIiwzFjpB8m/YD9I8ouq14rMRtXncXkDj4OfIzZ2K0HxiFfEbMxm13H+hiH92xMtGlWzBg4TpLTNFhuF5GJ1nWLAwMxkdtLAVR1hYjMwOR8HQGsw4zFWEzkeBdV3eUUqqoJVrToWBGZhsnxW8CSvxuYYKsbLyKbgOrALE0K9V+OmWuQZPugEJEsln5gNihDRHypDfaqqm8dzVyMzaaJSCfMOOkGCDDUpuP3IvIJ8JYVGb8Hs4laUcx49vDw8PDw8PDw8PDw8PDw+JfiRb5GxiGM8+tVjKNlBnAjUF9VN2LSCAzERLDNwzhsGmAcgf6Yap1/FpNHwhWspfa1ME68MZgctL8D71pVfPqsxTi+RgKLMSkHVpJCdKQfXsTYYiDGyZgdh4PP0mkOxkkKMN46pw223eFV9TXgecyGYZ9hNliqirE5qnoSk9x4ESY3xxzMUv5mVk5Mn5w4zLL5i5hNoAYB7xBZxGN7TK7SeZiNylKK0PWR2nhBVbdgcsI2wCyTXw/cqKo/YhxxRaxzOwNdgVX2C6jqP5ZuZTB9tx64yzo8CBhtHZ+NcXY3c+i4G5MaoBfGaT0R48ytaU93ECQvYxyNnwBvYD5ANHbUaWq19z+Y/vvU0m83jpyxjnaOs3S/wzpvKGbMVrbGhR1fPy9zlCnwm6ruCbFdeTGR6rNIih73/U5ci2Ol6ahv6fUeJo9yAiblgHM9U0uMrQdgNtArBNRR1U0h6ubh4eHh4eHh4eHh4eHh4RFFeDlfr2JE5EugpKrenNa6eHh4hIeX8zUwXs7XwFyJeS6jLSdkNBFt4y+auBL728v5GhgvH+nlx7Px5cfL+RoYL+drYLycrx5u4OV8DR8v7cBVgoi8illmvxsTjdoYE9H6XFrq5eHh4eHh4eHh4eHh4eHh4eHhcaXiOV+vHs4CrwCFMblGd+Jnt/hAWBtj+dsoLBFVdW4udtVwtdjH2ggqJRL0XxpOf7X0YSCiKTKpzIUNqVcKhpz5XRHjRruuxOg6iK7IpGiz8ZVom2iKPowm+0J02SaaIlbBu4emxJXYrmiaC9F2n3ALN+b4GaJnfkN0zQW3IlbLT6riipyNKwq5IifLnQddkePh4REeXs7XqwRVfVdVS6pqVlXNpKplgnW8WlTGbP4U8I+IxLqs9r+Jq8U+KbYReDrtVIuYp0m9fR4eHh4eHh4eHh4eHh4eHh5B40W+egTLRuCeVOoc+F8oEqVcLfZJrY2hbl4VTcwj9fZ5eHh4eHh4eHh4eHh4eHh4BI3nfPUIClU9Dri0FvjK42qxj6pesW1U1X+Af9JaDw8PDw8PDw8PDw8PDw8PjyuHf23aARHZKyKT0loPDxCRvlqqfvUAACAASURBVCJS7TLILWvJzh3m+bHW+Te5rVsIOlQRERWRGi7JS/M2/S8QkVIiMlZENorIOREJmEdWRHKJyIci8reInBSRJSJyh596mURkmIgcFJHTIrJaRCqFodsKq0+dfzr4qdtIRL4XkTMi8puI9BSRS/LKisgDIvJfS69DIjJCRDKHqpuHh4eHh4eHh4eHh4eHh0d08a91vgIPA6+ntRIeAPQBXHe+AmUt2WE5X4FY6/wryVEZy5XXJn/cBTwI7COFiGJrk6x5QB3gReBRIAOwXEQKOqqPB54FegP1gYPAQhEpG4Z+W4H7HH8+duhWG/gMWA/UBUYBPYE3HPVKA4uBPy29egItgUnBKnPhQgLNW4+gYvUuDH7z00uOL1uxhQpVOlGtTg/27/8bgFHvzqV8pdeoUKUTq9f+lFi3c8fh1KjSmtdeGZZMxo8//Ez1yq2oVqkV27buBmDIoPHcVLg2fXu/F7E+DR99nUo1ulLjwZ7sP3DUyHhxAhUfGsrgd76+RMbz3aaTt1RHPvzo28Syhs1HU6nRMGo8NoL9B46GrcvzL79P3sJN+XDioojaVLV2d6rW7s7/lX+Zxx59NWT7HjlyjKZPdqFuzbYMGZQ8Rbcb/eSWnLS0sT85obSpTas+VKrQnNrV2/DJjAVRYRtnWcTzySoLtU2vvTKMWtWepVKF5qz+bnNEbfKnT1rZt2rt7lSp1Y2qtbuzbMWWsGzT/rmBVKvUiuqVk8rC1SfSMXy5+ylUfS73fSIUXfyVhSPHzf6OdC4E0iWt5ACcPn2G2IK1WLZ0bUS2sT8zH35sYMi6BLqfu9VPafmsc+O54MZ7XzTd+9zU5fGmQ6hSqxsVq3dh5679Rk7CRVpOWkvV4csYtvCnS+QAHDx2mhwvf8bPf54A4OH3vqXa8OXUHrWS/UdPAZAnTxY+mtyY1avakD69JDv/5ptyM37cw0wY9zDFbrkuYFk4bZo6fTkVqnSibsM+HDpkeycO8d36t/3/0KD5aKr9Zzjjp38btj6Bni8eHlcT/1rnq6p+r6q/pLUeHh4el4WpqlpIVR8GlqVQryFwP9BMVWeo6tdWWTqgs6+SiJQBmgCvqOoHqroUeAzj3O0fhn7HVXWN488hR53BwLeq2kZVl6vqCIzj9RURucFWrx+wH2isqktV9UPgZeAxEfm/YJSZ++VaShQvyDdLh/Ddf7cnvmT5GDB4Jgvn9WNQ/+YMsl6SJk9dyn9XDGXWR10ZNuJzAL7ftIMTJ06xZMV4zp07z4b1PybK6N/3fSZPe4OpMwbTv+/7ALRo1YiJUwa4os+o4c+yaslgunR8lJEfLGHuoi2UuOUGvpnTme/W/8yhP48lk9GrQz2G9no0WdmoAU+wanYnurxQh5EfLAlbl15dH2fowJYRt2n5wjdYvvANmj1VjboPVgzZvm+8Po5efdqxYPFYunRrnVjXrX5Ky/52y8ZOOaG2CWDilIEsXDqOx5+sGxW2cZZFPJ9GzwmrTYOGdmDRsg+YNmMIQ4dMiKhNTn3S0r4AS+YPYPnCN6hWpUxYtnmtcwuWrZrA2A/78saAcRHpE+kYvpz9FI4+l/M+EaougeZ8WvZ3pHMhkC5pJQdg0vjZlCp1S8T9bX9m1qt7j2v3c7fmQlo+69x4Lrjx3hdN9z43dZk2sSMrFg1iQN9mvP3elwB8ufUAJfLFsLxjNb775W8OHTuDk3eW7aZc7HWJv0c8difLOlalU61beXuZcQjHx5+lXfu5bPvh8CXnP9e2HN17LqZLj0U817ZcwLJQ23ThQgLvj5vPN0sHM6BvM4aM+MzICePduufg2UwY+TTLPu1I6yYPhG1jf3PKw+Nqw1Xnq4gUF5EvRORPa5ntPhGZJSLXWEt+R4rIDyJywlpaO09EbrWdf4+1fLehH9nvichfIpLB+p0s7YCItLDOLS8iH4lIvIgcEJG3RSSTQ9ZNIjJfRE5Zug4XkTbW+bG2ek2sJcMnLHnbRKRtCPa4RUSmisgeaznxryLyvojk8lO3sogsFpFj1tLpLSLS2lHnWRHZZMk6KiIrRaSC7Xh+EZliLb8+KyJbRaSpQ0Zff0u4RWSSiOy1/Y617NFWRPpbS7XjrD4raKvnk9XDtvy6b5D2SWm8tAAmWlV322THWue2F7Ns/Iil1xoRqWeTXQVYbv1cbDu/ik9vp562Nrewld1j9cs/tj68NHwsdXJYNj5qjaWPROQ6ewWr3d1E5Cer/w5YYzNTam0SkXdE5GeHvI3W8VtsZQNF5LCIiK3sEct+pyxbzhKRws4GWHNki9VXf4vIeHGkhLCuN0BEXrLG/XFrnN4eirFU9WKQVRsCB1TVZxdU9RgmGvYhR73zwCe2ehcw0aq1ReTaUPRLDREphIncnuY4NBUTmVvXqpcBE7U7U1XP2+rNBM452hCQNet3UrOaCeCtUvkO1m3YlXjs1KmzZM6UkezZs3BvuRJs37EPgNgi+Th79jxxx06SO3d2ANat3Ub1GvcCUK36vaxbszVRTtzR4xQsdAMFCuTlWNxxAPLluw7bUIpIn6Kxxh+dIcM1pE+XjjUb91CzUkkjo0IJ1n2/N9k18ufLccl1ixbOY8lIT/p06cLWJX/+S4Ptw5HjY95X66jfsErI9t3+4y8MGzyROjXasHZ1Ul23+ikt+9stGzvlhNomRHimZW8ebdSBfb8dTHPb+CuLeD6lTxdWmzJkyADAiROnuKN08Yj6yalPWo69dOmEmvV68WTzYRw5cjws28QWLXCJfcPVJ9IxfDn7KRx9Lud9IlRd/M75MOS42d+RzoVAuqSVnHPnzrNu7TbKVyhj76qIn5kP1b/Xtfu5W3MhrZ51bj0X3Hjvi6Z7n5u6ZMhgtsE5ceI0pUvFArB2zxGql8wHQOXi17P+tyPJ9P37xFniz5ynyHVZEsuK5slq5KUX0lv3wXPnEjh+/Cz+iMl+LYf/PMFff50ke7aMActCbdM//8RTsMB1pE+fnjKli7LGinQO9d36/PkEftt/hHadp1HnyVHs+uVw2Db2N6c8PK423B75XwEFgOeA2kBX4Kx1nWuB7MAAoJ5VJxOwWqwoMFVdD+wEnA7DjMDjwMcOB4U/pgK/AI8A7wMvAN0cshYDpS0dWgBFgR6Oaz6AcZysBBoB/wE+AHIGZwoAbgR+Bzpg7NEfqA7Md1zrIWApkBFoi3G4TACK2Oq8CYwDNmEi9poCq4DC1vGslq51ge6WztuAqSLSJgSdnXQDbgFaYaLx7iO5Q+k+6+9JJC2//jBI2SmNl68wYwWgsU22720q1rpOY8zY2AB8KSJ1rOObMH0P8JLt/E1B6oaIZAMWAgmYcVIX04fhbFT3FqDAk5ix1hBwrtOYhllyPh0zRwYBrYGPrOMptWk5cLPPaSrGwV8WOE3ylBDVgBWqqla9dpil8dsxY7wtUApYKSLZbbYYDLwLLLF074RxGi6QS3OYNrX0fxmzfL4wMEdELscGf7cDP/gp/xEobPWhr94eVT3lp15GzBgPhTvFfCg5L+YjR2vHcZ+zOZluqroHOAXcZhXdjLkPOuudwdzHbiMI4uJOEhNjXv5yxGQl7thJ27ETiccAEhKMX7tK5TsoWfZ5ajfozUvP1wfg2LETZI8xJovJkY24Y0n/Wb14Mckfbg0fV/Ux/05g4JCZtG1Wibj4U8RkM2lvc2TPTFy8s+v8k5BwkYFvzadts0oR6eJWm/78Mw4RuP76XCHbd83qrbzWpSWTPxpE965vJR53q5/Sur8vh5xQ2zR42Css/2YiHV97mq6dR4Ytx602+S+LcD61rhN2mx7/T0caPPgC1aqXC7tN/vRJy7E366OuLF/4Bg3qlWPAkJlh2wagd8/RPP/CExHbxk409VO4+vgjLWwTSL+07m835oJTl7SSM3XyPJ546kGcRP7MzOHa/dytuZBWzzq3ngtuvvdFy73PLV3OnTtPxepdeKnjOMqXK2Hqnj5H9kzmvy45Mmfg2Klzya77zrLdPF/50v8+JFxUBi3YwTMVU88Qly5d0ocq30crf2WhtilPnhj27P2TkyfPsHzlVo7Gmfqhvlv/feQEW3fsZ8zQpgzv25guAz4LS5+kfyefUx4eVxuuOV9FJA/GgTFAVT9T1ZWqOl1Vm6rqOVU9pqrPqOrHqroSmItxMl6DcUj5mAo0EBH7p5cHMXk/pwahynRV7a2qS1T1dWCBQ34LTL7MR1R1sqrOx+SJjHPIKQ/EqWoHS9YiVX1bVYcEaxNVXaWq3VV1jqquwjjXWgHlReROSMxZOQrYDFS17LNEVUepam+rzi3AK8BIy4bzVPUrVe2lqr48ky2BYpily+NUdYGqPoVx6g7w4yALlr2q2sSSNxmzlLqyiNxotXGNVe8P2/Lr/akJDWK8/IVxPgFstsk+a133NVUdby0fX4xxcC/GOHJR1XiMQxFgh+38+BDafiuQC+hs2XyFqk5S1XCc2T+qaktV/VpV3wHaAVVEpLplj4oYJ/JzqtrfGgPvYJytj4hI2VTatALj3K1qHa8MxAMzfGWWI/JurOhZ6/cQYKKqtlLV+ar6CWa+FcA4frGijTsBr6tqR2suTMR8BCgHNHC09TxQX1Xnquqn1rk3W3XdJjdw1E+57/N0riDrhZJXeBVmvDXEOKx3Ax+KSE+HXgS45lHb8ZTqHQmklxWFvEFEfv9h+2/MnreGeOsFKv74KXLmyJpYN0eOrInHANKnT0d8/Ck+mrGCXdvGsGblm3TrNQWAmJhsHI83eavi40+SM0d2+zUT/50unf9Hx7CRn1O1dveQ9fHRsesErrsuO890nMLsBZuJP3HayDhxmpy2F7mU6NhvFs0al+fz+Zsi0sWtNs35ci0N65tIjlDtW6xYYW4tWZR8+a5LZvNI+8ktOSOHT4kKG0fSpty5zatGhQfu5PChv8OW4yRc29jLho38nG0/7o1oPjVrUpWbb8ofdps++XQ4K7+bTJ+e70bc33Z90nLs+SK+Hm5Ynh+3/xa2bUaPms6tJYtS4YE7XZsL4epyufopXH3spKVtAumX1v0d6Vyw6+JWm8KRc+HCBZYsXk3tOvcnlkdqm0iemc77uVv99Pmc1Wn6rHPjueDme1803fucutSu3iYsXTJmzMA3S4cwc1oXnmrxJjVHrmDulj84fuaCkXPmAjmyZEw8L+7UOfYfPcVtN166CqvzZ1toem8Rbr4+2yXHnNgdyRcv6iVlkye9x+4db4XcpvTp09Or2+PUe7gfX329gfTpxPRTiO/WObJn5rbi+bn+uuzcXuJGtmzf7+rzxcPjasPNyNd/gF+BwWKWxxdzVhCRx0RkrYjEAReAk0A2oISt2jRMlGxjW1kzYKeqrgtCj68cv7dhRYdalAf22WVZUYCfOc5bD+QSkWkiUl9EQol4BUyUrYh0t5aRn8Y4pb6xDpew/V0E+DCFpdY1MH01LsBxgEoYB+gKR/k04HqCjKDzw3zH723W35csSw+RVMdLSojIXSLypYgcxoyl80BNko+lSNmNccqPFZGm1lLycJnp+D0LuEhS5HAdzDLzT8WkH7jGihT1ZaGvlJJwVT0CbCEpyrUaJhJ6CUkO2UqYjx2+Jfr3ATHAR45r/g78ZLtmTcz4c9ZbCxz3o9tiR4S6W2MmKrA+7nxgfTCYo6qPArMxqTdSf9NyR4dxqnq3qhYqdVsRxrz9PEutjWNWrNzGPXclTaesWTNx+sw5Tpw4zbr1uyh5ayHSpROyZLmWjBkzkCNHFk6eMnms7i1/B8uXrQdg+dK13HPvHYlycuWOYf/+wxw48BfZY7Lij06vPMLyhW+ErA/A+EmLEBE+ntKZ5Z91ZMzQp1j6rVkmteK7ndxTNjZVu4yf/i0iQvPG99Hp+dph6+JWmwDmzFvLww3vC8u+txQvzMGDf3Hy5GkuXEhIrBtpP7kl55WOzaPCxpG0Kd76j96unXvJkTN72HLcso29rPIDpXjyscoRzafmTyUtfAi1TWfPmiifbNmykDVr5oj626lPWo49338Kv1u9g5uK3hCWPksWr2bNmi107f5MxPo4iaZ+CkcfJ2lpm0D6pWV/RzoXnLq41aZw5Bw+fITf9x2iYb32fDx9Pr17jKZFq0Zp9sx03s/d6ie3nlHhynHjueDWe1803fv86bJw6biQdVFVzp83TtaYmCzcUSqWxa9U4d0n72L5T2aZ/cqdf3J3kaSsgbsOH2f3n8epP3oVS3ccpv2MjQBM/G4PItC0fKzfNjo5Fn+WvHmzkidPFk6ePHdJ2SOPtqZYyQ5h2bdh/XtZsWgQjRqU5+lm1U0/hfhunSVLRrJlycSpU+f44+BRbiue39Xni4fH1YZry4BVVUWkJtAXs1z6OhHZAwxT1fdFpAEm3+JkzAYzf2OcT/Mxy259cn4TkVUYh+uHltOzHvB6kKoccfw+i3Hm+siP2VXcSbIs2Kq6UkQaY3ZQ/wJARFYCr6rqVj/n+2OQdX5/4L8YR1VB4HOS2uzL+5lStGgwdXKTtCTfziHb8XDwZ0+w9Vk4pDZeUjrXcoIuxUSBvojZNOkCZoyUjEQvh47HRKQq0At4D8guIj8CfVTV6axPDef4OiciRzERpgB5McvfTzpPtLguQLmd5ZhITDAO1w+tsnwicptVdkBVd9quCcZB64+jjno/B6jn1O2yjJkAHCUputWOM6L0KLY0Hn7qOXUOlRmYVB93AKtt1/WnWy7b9VKqlxuTFiFVGtQrx+dtRlGxehfq1r6L/Plzs3nLr2z8/mdat6hF986NqVW/N5kyZWTSBx3Ili0zNauXpUKVTiQkXKRXN7Nc687/K0mmTBmpUaU1pcuUoFDhGxgyaDxdurWmZ+92NG9iMriMfLsLAJMmzGbcmFkcPRpP3NF4xoxoFpY+AC90GEO5u4tTtXZ3Kt1dhJ4d6vH5V5Oo+NBQ6lYvRf58Odj8w+9s3PobrZs8wMBR85nxxTpU4cDhOHq/Wp8Xus+gXNlYqj46nErli9FvYNuwdBk4ZCYzZq40sg8eoXf3J8KSEx9/irhjJyhc6HrOhGHfnr3b0aJpD06fPkP3XkkB95H201vvdHVVTlra2C5n35/n6d6zTUhtatm8J3FH4xERRo1OzFCUprZxluW/IVdk8+mBUnTr3ynkNjVr0pVjcSdISEig/4D2Yd9vAumTVvatXrcnmTNnJFOmDEwc2yGs/u7YYRjZs2elTo22FCtehNHv93BtLnTu0zGq+ila7hPhzG9/ZWnd35HOhUC6uNWmUOQUKJCXb9eYRYkD+o+lwv1lyZUrBs4fj/iZGU6bAt3P3einfr2apOmzLtLnglvvfdF073NLl7Nnz1P3ob6ICCIwemQ7WLOCeqVv5Isp66k6fBl1bs9P/hyZ2fJ7HJv2HaXl/UVZ1ak6AM9MWUfXOibG6aVPNnFPkdzUHLmCisWuB6pwTfp0vPNWPYoXu453RzVg3PgN3FkmP+MnbWTsB+sZPKAWAIOHrQLwWxaOfV98dSzbd+yjSKG8vDuqnZFTs0zI79Y9OjxInSajuJCQwNsDnnBtTnl4XI1IajmawhJq1gaUAdpjli4/iMkDWU5Vi9nqZcDkpJymqi1s5a0x+VWLYnKBjgGKqupvtjp7MbkrW1i/W2A2aCqmqj/b6vXFOMvE+j0BqK6qyRwxItIb4xQuqqp7HceyAVUwS7RzAQVTiFK1n/cHsEBVn7GVVcXs3t5SVSeJSAlMlGE7VR0bQE5bywa32hxnzjozgftUtZCjvAXGLqVVdZuIdMU4O69V1XO2evOAO1Q11vodC+wBnlWz+7qvXhWMQ6+qL8pWzKZbA1XVvuw6aPyNF1VdkEKfPouJAi5kT3FgOceL2Nrg07WmqiZzMIrIGWCEqna3ld2FyR3bUlUnOepfg1my3w2oD5RRVX+5Rp1t8+nQWlUn2MozYsZ+H1UdICan6stAxQCiDqjqgVTa1ACTzuN+4FtLx20ish3jPG6JSVfQ1KpfB5OWowX+nXzHVXWnmLyw7wO18L88/h81uUz9jgXbWLrErsEgIgOAHr457Dg2AailqgUd5ZMwY7SI9bs3Jp9uTrXlfbXuD92AGF9Ki3AQkccwH5fuU9U1YnLv/sal8ycWY4tWqjrRGgfxwJsOm2XCRF0PUdU+KV377v8rpuu/GxGu6omcyVAg9UqpkOn8HxHLACDO33ekMMgZPcua3LBvNOJan7tAtNn4SrSNW22KpvuNZ5vARJNtrtT5HW3tcoNosk003YejjWia3xBd+pyfFEymw9QpP6mKK3I2rohk8aUNN96vXXq3Tpel4UZVvdsVYR7/U0pkzKRj88SmtRopUvXgzqgcX5dlqzk1bAZetYpKAVkw0Yl2mgH+cpHOwkTLPWXV+cbueI2QNZiNeBLzT1rOv0cDnaCqJ1T1S2AsJnI2mChEMG12bhDW0vF7F7AXeEbsCW2SswQTJZxSrtGVQEERud9R3gQT6evLFeqzY+InJyu6uEIKslPjHJA53JMDjBdIiph0yvYlqEm0rYgUxzgd7QQ6H4wdnJ/d6qWg4wU1+W17YeZNqBG2jzl+N7bkrLZ+f42JDM2hqhv8/Dlg1UupTSsxm4P1x0SW+5zDyzAb0JUlKeUAJEVj3xLgmj5H/2LM+CscoN6eEG3hJnOBAiJS2VcgIjGYPLRzbfXmARmwpTOxHOqPA4sicbxaPIVxpm8DUNV9mDQQTznqNcWM2wVWvXOYvn9Mkm9I9h9MxP5cPDw8PDw8PDw8PDw8PDw8/rW4lnZAREpjNo76BLM8OT0mou4CxvkTDzQSkZHAl5gowhe5dKMrVDVeROZgNhvKDzzrlp7AJKAL8LmI9AD+Ap4hadnvRas9/YF8GGfVAUy6gJcwmz/9FeS1vgaeFpFtGJs8gsPJaS2/74BJRbBMRMZYOpUE8qpqH1X9xbLbq2J2oJ+LcbKVA35Ss0nSJEzkpK9d+zGOn5pAW1X1JQxcABwDPhCRPhgHT2fgRJBt8sd2oJ6IfI2JjDxgcxb6JYjx4pML8IKITMY4rbZinNEXgCkiMhwzRvph0g/YPyjssuq1EpEjGMflTlU9DnwM9LRstQYTcWrfmA0RqY9xeM/GRCtmxYyB4yQ5TYPldhGZaF23ODAQE7m9FEBVV4jIDEzO1xHAOsxYjMVEjndR1V0ptcmaN5uA6sAsTQprX46ZS5BkW9886wS8KyLXkzQ2CmA27FqhZhO0X0RkCDDaitReCZwBCmHG14eqanfqRoyIZLHaDWbjM0TEl1Jhr6pusP49F9MX06y2HMVEsgow1NbW70XkE+AtK+J+D2ZztqJc6iBNSa+KQFfMfN0L5ACexmy+1VVV7WkjugNfishYTFqCOzHRt6NU9ZCtXl/MGJwpIu9i+nwY8KmqbgxWNw8PDw8PDw8PDw8PDw8Pj+jDNecrJrfoPkz0YkGMc2YbZtfzjSLyPcZZ0wpoi9nQqgFWPlU/TMVEpZ0BPnVLSSvXZi3gHcxS/hPAdMzmQYMxzies3y8BIzG5F//EbH7UK4TLvYhxAg20fs/HOPiSbRymqnOs/Ke9gPFW8S/AW7Y6r4nIz8DzGGfPSYwjcpF1/KQV/TfUakd2YCfQTFWn2eTEWU7FkZhNoPZjIiVrYFIrhEN74G1MdOG1GEdo31TOSXG8WLpusZaFt8E44NNh0kL8KCJPWXrPxdiqK2bTqsQ2qOo/ItIe42xfiXHwVgVWYFIv5LR074rpm2aYfvexGxPN2Avj4D2OGbc17ekOguRljIPuE0uPeZjxZacpZsy0AnpgHKt7gYVYOWNTaRMYR+s92JysVpliNppLFqWqqmNF5HegEyZK+hrgD8zGcJtt9bqLyA6ME/cFS97vmNy7u0O0RTDkxUTA2/H9noxx1KOqF63x/CYmtUImjDO2qqr+7ji/JWYuDsD0/RagjqpuCkGvg5hx2B/IQ9IHgSaqOsNeUVXnWw7jPpa+h4E3SLof+Opttu5JQzAbBh4DpmCctx4eHh4eHh4eHh4eHh4eHv9iLkvO138jIvIlUFJVb05rXTw8PDyCxcv5mgJeztfLTjTl04s2G1+Jtomm3H7RpAtElz7RpAt4OV9TItra5QbRZJtoug9HG9E0vyG69PFyvqaAl/P1qsfL+Ro+bka+/msQkVcxEa+7MRGijTH5Pp9LS708PDw8PDw8PDw8PDw8PDw8PDw8rhyuSucrZjn3K0BhzLLtncAzqjo+xbMsrI2x/G0UloiqOjcXu2q4Wuzj2CDJHwnqhZYnI5rHhoikx6QJCcRFVb34v9InWC5KhqiJDnEtaiGnK2I4pPe5IucGCTXF86VciZEhbnEltgmuzIi2aOJKHTfRpo8bRMszCtwbN9E0v6PNNm4RTXMh2u43V+KciiZ9ri0S7N7aKeNWxOpdVZyZ1MJj4+zIXT/Rdp/w8Pg3kS71KlceqvquqpZU1ayqmklVywTreLWojMn1GPCPiMS6rPa/iavFPim2EZOb1yM5T5O63dKKpanoNSHtVPPw8PDw8PDw8PDw8PDw8Pg3crVGvkbKRsymRilx4H+hSJRytdgntTbuSeX41cg8UrdbWtEWk4YkEH//rxTx8PDw8PDw8PDw8PDw8PC4Mog656uI7AVWqGqLNFYlIKp6HNiQ1npcbkSkL7BKVZeFcl5q9hGRskB3EXlbVY+EoVcsZvf4Kar6a6jnu4GIVAGWAzVVdYkL8mJJ4zb9j2gATPRTvkVVy9oLRKQQMBKoiUkHsATooKr7HPVyAcOARkBmYDXwiqpuC1G3ekBV4G7gBqCfqvb1V1FEGgF9gJLAYeADYJCqJjjqPQAMBe4EjgHTgR6qetpR73arrRUwaVHmAh3DmR8eHh4eHh4eHh4eHh4eHh7RQzSmHXgYeD2tlfAAjHOp2mWQW9aSnTvM82Ot829yS6EoIJYrr00p0Ri4z/anmf2giGQBlgG3YlIVNAOKActFJKutnmCiaesAxwwSfwAAIABJREFULwKPAhmsegVD1OlZIC8wO6VKIlIb+AxYD9QFRgE9gTcc9UoDi4E/gfpWnZbAJEe9G4EVGMfxf4AXgBrAlyISjfdoDw8PDw8PDw8PDw8PDw+PIIm6/9ir6veq+kta6+Hh4XFZ2ayqa2x/nFGqz2Ic0Y1UdbaqzgEaAkUw6QF8NATuB5qp6gxV/doqSwd0DlGn21X1XowTNyUGA9+qahtVXa6qIzCO11dE5AZbvX7AfqCxqi5V1Q+Bl4HHROT/bPU6YRzGDVT1a1X9GHgK45RuFKzynTsOp0aV1rz2yrBk5T/+8DPVK7eiWqVWbNu6G4DXXhlGrWrPUqlCc1Z/tzmx7oULCTRvPYKK1bsw+M1PL7nGshVbqFClE9Xq9GD/fpOF4bd9f9Lgkf5Uq9ODSRNmh6yLv7JwdZk6fTkVqnSibsM+HDp0NLFun849aVSzPr1e655MxqihI7jz5lIM6ZfkN+/1Wnceqd2QepVrs2712oj0ef7l98lbuCkfTlwUkZyGj75OpRpdqfFgT/bvPxyyjds/N5BqlVpRvXLkNn686RCq1OpGxepd2Llrf9hyIh03AKdPnyG2YC2WLY2sn5Lb929X5bgxL0OVE8heocoZMmg8NxWuTd/e7yWrmxa2CTSGQ5XTplUfKlVoTu3qbfhkxoKI2uTW/LbPhfGTFoUlo2rt7lSp1Y2qtbuzbMUW13QJx8aBxl9aPRf89VOo+gQaf27Mp1DluPn8dsM2bs4p5/Pl33w/D2SXtNLHzfu5v/eAtLSNv3HsyjtSwkWav7mUSp1mM2Tm95fo8vigRVTtModKnWazc38cAA37LaBy59nU7D6P/X+fCLtNzvfZPHmy8NHkxqxe1Yb06ZPvDXzzTbkZP+5hJox7mGK3XBewLFGXFydQ8aGhDH7n60t0eb7bdPKW6siHH32bWNaw+WgqNRpGjcdGsP/A0ZDtm9I7iYfH1UZQzlcRKS4iX4jInyJyRkT2icgsEblGRDKJyEgR+UFETojIIRGZJyK32s6/R0RURBr6kf2eiPwlIhms33tFZJLteAvr3PIi8pGIxIvIARF5W0QyOWTdJCLzReSUpetwEWljnR9rq9dERL639I0XkW0iYnfopGaPW0RkqojsEZHTIvKriLxvLX921q0sIotF5JiInBSRLSLS2lHnWRHZZMk6KiIrRaSC7Xh+EZkiIn+LyFkR2SoiTR0y+oqI+rn+JCuVg+93rGWPtiLSX0QOikic1WcFbfV8snpY9dVKQxCMfVIaLy1IWna+2yY71jq3vYisFpEjll5rRKSeTXYVzHJ/gMW286v49HbqaWtzC1vZPVa//GPrw0vfiFMnh2Xjo9ZY+khEkm2RabW7m4j8ZPXfAWtsZkqtTSLyjoj87JC30Tp+i61soIgcFhGxlT1i2e+UZctZIlLY2QBrjmyx+upvERkvIrkddVREBojIS9a4P26N09vDsFkwNATWqGpi21V1D/Ad8JCj3gFVXW6rdwwTDWuvlyqqejG1OmJSIZQFpjkOTcU4UOta9TJgonFnqqp9E7GZwDk/bfhKVeNsuqwC9gXbhu837eDEiVMsWTGec+fOs2H9j4nH+vd9n8nT3mDqjMH07/s+AIOGdmDRsg+YNmMIQ4ck7SM298u1lChekG+WDuG7/25P5sAEGDB4Jgvn9WNQ/+YMsl4ge/adyoSxL7Ps64G0aNUoZF38lYWjy4ULCbw/bj7fLB3MgL7NGDLiMwC2fr+FkydPMnvxl5w/f57NG5NeoJs83ZTRE8Ykk9t7UD8+XziXsVM/5J1hb0Vkm15dH2fowJbJ6oUjZ9TwZ1m1ZDBdOj7K6FEfhWzj1zq3YNmqCYz9sC9vDBgXkS7TJnZkxaJBDOjbjLff+zJsOZGOG4BJ42dTqtQtya4VqX1Hjp7jmhy35qVbcypUOS1aNWLilAE4SQvbBBrD4YybiVMGsnDpOB5/sm5EbXJrftvnQusWtcKSAbBk/gCWL3yDalXKuKZLODb2V5ZWz4VA/eTG+HNrPqXl89sN24B7c8r5fPk3388D2SWt9HHzfu7sp7S2jXMcu/aOtGYvtxbMyaphjfh2+0EOHTmVTJdpnaqzfMhDvN68HO/MNTEko9rez8qhjejcuCxvzd4aVpv8vc/Gx5+lXfu5bPvh8CV9+FzbcnTvuZguPRbxXNtyAcsA5i7aQolbbuCbOZ35bv3PHPrzWDJZvTrUY2ivR5OVjRrwBKtmd6LLC3UY+cES1+7nHh5XI8FGvn4FFACeA2oDXTF5CdMB12I2qRmAyZn4HJAJWC1WFJiqrgd2Ak6HYUbgceBjh4PCH1OBX4BHgPcxS3O7OWQtBkpbOrQAigI9HNd8AOM4WYmJKvsPJl9jzuBMAcCNwO9AB4w9+gPVgfmOaz2E2UE9IyZa7yHMjulFbHXeBMYBm4DHMDZaBRS2jme1dK0LdLd03gZMFZE2IejspBtwC9AKE413H8kdSvdZf08iaWn4h0HKTmm8fIUZK5B86flBqyzWuk5jzNjYgFl+Xcc6vgnT9wAv2c7fFKRuiEg2YCGQgBkndTF9GE4O5LcABZ7EjLWGgPOz5jTMkvPpmDkyCGgNfGQdT6lNy4GbfU5Ty8FfFjhN8pQQ1TC5ktWq1w6zNH47Zoy3BUoBK0UkcVMpERkMvIvJp9oQE4VZB1ggIukd7Whq6f8yZvl8YWCOiIRjt29FJMFy/o9xOnuB24Ef/Jz3I3BbkPUKW33tJj5nc7JrWo7hUzbdbsbcB531zmDuY7cBiEhmzH0qmLYGZN3abVSvcS8A1arfy7o1WxOPxR09TsFCN1CgQF6OxR0HIEOGDACcOHGKO0oXT6y7Zv1OalYzqXerVL6DdRt2JR47deosmTNlJHv2LNxbrgTbd+zj/PkL/LbvL9q9+C51GvZh967fQtbFX1k4uvzzTzwFC1xH+vTpKVO6KGvW/gTApvUbqVStMgAVq1Ziw9r1iXKuz5cX2/eKZLY5eeIkt92R9G0hVH0A8ue/NLNKOHKKxt5g6XYN6dOnD9nGsUUL2M5PeuyHo0uGDGa6nzhxmtKlYsOS48a4OXfuPOvWbqN8hTIu2zeda3LcmpduzalQ5eTLd90l8yOtbBNoDIcqBxGeadmbRxt1YN9vBxPrptX8ds6FXbv/CEuXdOmEmvV68WTzYRw5ctw1XcKxsb+ytHouBOonN8afW/MprZ7fbtnGzTnlfL78m+/ngeySVvq4eT939lNa28Y5jt16vqzdeZgad5q4pKqlC7Bu15/JrpPhGvPfpBOnz3NHURN3U/SGGHMsfTrSp5Ow2uTvffbcuQSOHz+LP2KyX8vhP0/w118nyZ4tY8AygDUb91CzUkmjS4USrPt+bzJZ+fPluER+0cJ5LPukJ3260MdeoPu5h8fVSKpOExHJg3HSPaSqc22Hplt/nwOesdVPj3FsHcY4pEZah6YCPUUkhxWZBvAgJu/n1CB0na6qfax/LxGRey35vrIWmGXK96rqOkuXBcBmLEemRXkgTlU72MqSr7dJBSsqbZXvt4j8F/gZ+EZE7lTV760IxFHW9avaouqW2M67BXgFGKmqr9ou8ZXt3y0xuS6rquoKq2yBiOQDBojIeOcmP0GyV1Wb2HS5HhgmIjeq6gFVXWM9pP9Q1TXBCg1ivPwlIr60EpvtkY0AqvqaTVY6jPO6OMaR+7WqxovIdqvKjlB0s3ErkAvorKpbbeWTwpD1o6r6Prd+LSJHgGkiUl1Vl4pIRYwT+WlVnWLVW2KrV1ZVNwdqk4iswDh3qwKTgcpAPPC5VTbOcjDebR33OZeHABNVtZVN1jrMR5DWwFtioo07YTaW6m+rtwv4FrM5lj3/6Xmgvu9DiTU+ZgHlgP8Gaa+DGEf3WowD+X6gC3C/iNxjOSfB3BeO+jn/CKbvsNXbG6AeVt0TQeoWDL43PH+6HbUdT6neEdvxXJjNxALVKxGMUseOnaDoTeYFMSZHNrZvT8rccvFiUkCv5ZsH4PH/dGTD+h8ZPymx64mLO0lMTBYAcsRkJe7YSduxE4nHABISLvL33/Fs/WEvu7eN5c+/jtGt2yjuvqdUSLoE0i9UXfLkiWHP3j85efIM/12zg6Nxpn78sWMUiTXfu7LHxLBzx86AdvTR6omn2bxhE29/mBQMH6o+gQhXTkJCAgOHzGTU+/34dNbikPsboHfP0Tz/whMR6XLu3Hmq1+3JgYNH+Pzj7mHJcWPcTJ08jyeeepD165J/t4jUvmPeed41OR99sdWVeRnq/A4kO5z7hD/SyjZw6RgOtU2Dh71C7tw5+O+339O180imfzI0ojZFahvnXOjSYxLXX58jZF1mfdSV3LmzM/2TlQwYMpMRQ1q7osuML8q5Mv7cGsNu9VO4c8E+/tyaT2n1/HZLHzfnlPP5svH7n/+19/NAdkkrfQLhRj/NWbwrzW1jx435DRB34hwxWSxnZtaMxJ1M7vw8dz6BGt3nceCfk3zWs3Yyvd74eBPvv1gprDb5e5/Nesna2iTSpUtyqvsc7P7KAOLiTxGTLbPRJXtm4uKTR/MGIiHhIgPfms+YoU35aOlBV+7nHh5XI8FEvv4D/AoMFrM8vpizgog8JiJrRSQOuACcBLKR3HEwDRMl29hW1gzY6XOWpsJXjt/buNSpus8uy4oC/Mxx3nogl4hME5H6IhJKxCtgomxFpLu1jPw0xin1jXW4hO3vIsCHKSxnroHpg3EBjgNUwjhAVzjKpwHXE2RknB/mO377cm5esiw9RFIdLykhIneJyJcichgzls5jdrsPygkVJLuBOGCsiDS1lpKHy0zH71nARZIih+tgPlB8aqUfuMaKFPU5/CulJNza7X4LSVGu1TCR0EswzlefjGtISl1wHxADfOS45u/AT7Zr1sSMP2e9tcBxP7otdkSohzxmVHWhqvZR1flWvtQBmIjaUjgi4z0CY6WK2CAiG/7++ygxMdk4Hm98zPHxJ8mZI7u9buK/06VLuuV/8ulwVn43mT4932Xk8ClUrd2d2fPWEG+9iMUfP0XOHIl7m5EjR9bEYwDp06cjR46s3HZrIa6/Pge331aYI/8cC1kXZ1m4uqRPn55e3R6n3sP9+OrrDRS/5UbAOFyPHzdf2k8cP05MjphU7Tvh48l8uXIhg/sO5L2Ro8PSx8mwkZ9HJKdj1wk0a1KVm24uFFZ/jx41nVtLFqXCA3eGbWOAjBkz8M3SIcyc1oWnWryZJuPmwoULLFm8mtp17k8sj6RNdvt+Pme1K3Juvil/xPPSR6RzKlw5Ttyycbi2sY/hcNuUO7eJ6qnwwJ0cPvR3xG3yEe78ts+F+Qs3sHzVtrB0yZ3btPvhhuX5asF6V+blP1YErRvjL62eC4FwY/xFOp8i0cWN57db+rg5p3zPlwYP3kONB3v+q+/nTrtA2t9D7bj1HtDn9Y+iwjZ23HhHqtZ1DrNX7yH+1DkAjp86R86s1ya7TsYM6Vk1rBGfdKtFn2kbEstfG7+aptWL88V/97j6PhsIu0Pz4kX1W3b44GJ273iL2Qs2E3/itNHlxGly2hy/KdGx3yyaNS7PzbHXu/ZO4uERrYhIbjHpKXdbf/v9/CEiQ8SkXv1BRB4PRnaqM8ByYNbELP8eBOwSkx/zOeuiDYBPgB1AE+Be4B7gL8yyW5+c3zDRos2s83JiljAHE/UKSZFsPs5inLk+8mN2FXeSLDmKqq7EOIALAV9gIjGXiNmZPFgGAX0xDtB6mMi/R6xjvjb78n7uT0FOMHVyk7Qk384h2/Fw8GdPsPVZOKQ2XlLCcoIuxbTpRaACZix9HaleDh2PYRyXB4D3gH3WpHk05TP94hxf5zBRjAWsoryYtBMnMY5k3x/fWE2WHzYAy0lytFa1fi8H8onIbb62qKovpC+v9fcSxzXPA3fYrumr97Ofetn96HZZxgwwF2Ofe2xlR0ke4erDGRGbUj3wH1EaCT55/q6ZiyQbpVQvt61eHCayObV6yVDVcap6t6renSdPLu4tfwfLl5nl9MuXruWee+9IUip3DPv3H+bAgb/IHmNe+M6eNS+T2bJlIWvWzLzSsTnLF77BmLefZ6m1WcuKldu4566kbydZs2bi9JlznDhxmnXrd1Hy1kJkyXIt2bJl4tSps/zxxz9kj8kasi7OsnB1AWhY/15WLBpEowbleeB+813qrnJ38+0K823sm+WruKvc3f5MmsjZs2eta2QlS5YsPP9K+7D1sdPplUfCljN+0iJEhOZPmW8wodp4yeLVrFmzha7dzSKVcG2sqpw/fwGAmJgs3FEqNk3GzeHDR/h93yEa1mvPx9Pn07vHaFq0auSKfdOyn5zz0kekcypcOU4imZtuj+Fw2xRv/Ydx18695MiZPaI22Ql33NjnQpPHKvPAfbeFpYvvP+/frd5BtSqlXZmXMdmzhGVjf2Vp+VzwhxvjL9L5FK4ct57fbunj1pyyP19eaFefGtXK/qvv5067QNreQ5249R6QOfO1aW4bJ268Iy0b/BDvt6/Esi0m/cryrQe4p/j1iXJUlfMXzMLTmCwZyHytSUEwfuEOBGhevQSvPVrW1ffZQByLP0vevFnJkycLJ0+e81uWL39NipXswJihT7H0W5OWa8V3O7mnbGyKsgHGT//WjL3G94Vl31Duhx4eUUJXYKmqFsP4pro6K4jZk+j/MOkg7wVeE5FUI3yCytWoqr8Cza2l9GWA9sB7YjZyegL4WVVb2JTJgH+n4FTgAxEpgskFmpFLN64Jl4P4jwLN5yxQ1U8xkYjZgCqYJdpfi0jBYDbdwbR5ihW1ByQu9bbzt/V3AQJjrxNoLWygpcc32I4DnLH0yGg5AH0E49xzlZTGi6ouSOHUOkAO4DFVTXRIi0hwn+UMZzHjys4lNlDVzcCjVqTn3ZgcuDNFpIyq+su/GYhk40tM7uFcwB9W0T+YvqkY4PwDQVxjOfCKmE3YbgeWqeohEdmBiYStRlLUq++aYFJx/MilHHfUq4V/J+U/fsouJ/a1KD+SlF/Vzm2YPLb2erUC1Nunqm6mHPBdD0u31b5CK4VDFptuv2DGYrI2iNlk7SZMhDSqesq6jwZq68pglLrz/0qSKVNGalRpTekyJShU+AaGDBpPl26t6dm7Hc2bmPTYI9/uAkCzJl05FneChIQE+g9onyinQb1yfN5mFBWrd6Fu7bvInz83m7f8ysbvf6Z1i1p079yYWvV7kylTRiZ9YDK39OjyOHUa9uHChQSGjeoZsi7+ysLV5cVXx7J9xz6KFMrLu6PacQwofWcZrr32WhrVrM/tpUtRoGABRg0dwcudX2X65GlMHjeRuKNxxMXFMWjkUNo1f5b4Y8dISEigW7+eEekzcMhMZsxciSocOHiE3t2fCEvOCx3GUO7u4lSt3Z0Kle+jV592Idm4Y4dhZM+elTo12lKseBFGv98jrDadPXueug/1RUQQgdEj26XJuClQIC/frjHfbQf0H0uF+8uSK1cMnD8esX0rPVCKfr2auCKnW/9OrsxLt+ZUqHImTZjNuDGzOHo0nrij8bz1Ttew+ztS2wQaw6G2qWXznsQdjUdEGDU6cduANJ3f9rnw9vA2lCldNGQZ1ev2JHPmjGTKlIGJYzu4Mi/fHt7GtfGXls8FZz917tMxZH38jT+35lNaPr/dsI1bc8rf8+WWm/P/a+/ngewSbl9Fqo9b93N//VT0DnfGjJvj2JV3pHuL0HLkr1TqNJu6dxcmf+6sbP7lbzb+/BdPVS3Gg72/QjB2eOc589+89u99Q7kSeanWdQ6VSt1Iv6oPuvI++9lXf/POW/UoXuw63h3VgHHjN3BnmfyMn7SRsR+sZ/AA81+hwcNMVkR/ZQANapbh868mUfGhodStXor8+XKw+Yff2bj1N1o3eYCBo+Yz44t1xpaH4+j9an1e6D6DcmVjqfrocCqVL0a3of1duZ97eEQxD2F8hGDSOq7ApEm0cxuwSlUvABdEZCvWZtspCZZwcm9YXt1jQGdMdOKtqlrSdrwVMB6Y7HDKxmAiBV/HbHJ0UVUrO2TvxWwc1ML63QKYCBSz5wcVs6N9H1UV63cbYCzJc74KJudqaaCoqu4N0J6XMPlZ86rqX0G0/yhmk7DnbGVTMFG9LVV1knXtXzEO1nLqx9AicjOwC3hLVTsGuNYLwGjgAVX9zla+COPYvFFVE0TkSUxe1btUdZNVJyfGCXRcVWOtslhgD/Csqn5ok1cFK8LSl+JARM4CowPpFiz28aKqw2y6llbVbbZ6L2M2sLpBVQ9bZcUxDq39tjbch8kx2lBV5zmutROTyqKhraw30A+rbwLoWBqzvP8xVZ0VRJuqYOy1UFXr2MqfwnxQqGHlfPXVq6GqS1OQl1KbYjBO9hWYsZxPVVVERmMmfmWgjaqOt9XfD4xS1V4pXNM3/hLPTaGuAgNVtaetLBYzlgLaNRhE5GFMDtvWqjrBKusAvAkUt5z5vuvtBrqq6nCrrBEmgr2KFdXua/8eTJ7oF8PQ5xpM9G8/Ve3r5/hm4KiqVrWV9QR6A4VV9ZBVNhvTP7dZN2ZEpCnmI9TdqrrRKnsLeBqItaKyEbMx4DfAf1TVmTolGf9312363drIv2FlOv9H6pVS4UyGlL41BY8bugAc0vtSrxQEN8jq1Cv9j4g2G7vBldgmcK9d0YRbNo4m20TbuIkmrsR+iqY2uUW02eZKnFPRZhs39IkmXSC69Ll20QcuaAJS9UFX5NxV5XdX5GycHc4eyck5c33KK8iCJUuGuzaqqjvCPP6nlMiYScfmiU1rNVKk6sGdYY8vEYlT1ZzWvwXz//6cjjq1MHtP1cQEYK0D3vX5KAIRzIZbpTGOyU8wy5PTYyLqLgDLMJv/NBKRkcCXmCjCFzHLaZOhZrOkOZid3fMDz6Z2/RCYhPFIfy4iPTBpD54haTnvRas9/THRissxUYcFMTvMbw7G8WrxNfC0iGzD2OQRjBM6Ecs51gHjVFomImMsnUpinLx9VPUXy26vitmBfi6QgElj8JOqfmK162Vbu/YDT2E6uq0mbba1AOPg/EBE+mBSMnQmss2GtgP1RORrTGTkAVVNMVIziPHikwvwgohMxji6tmKWyV8ApojIcMwY6QfsI3mKjF1WvVZiNq46i3G4Hgc+xmzs1gNYg4k4fdKhY32gDWYzqT1AVswYOI4tmjFIbheRidZ1iwMDMR8PlgKo6goRmYGJtB6BmZgXgVjMhnNdVHVXSm2y5s0moDowy+bIX46ZS5BkW9886wS8K2YjNd/YKIBx1K5Q1enW+BsCjBaREpgoyzOYlBw1MfmK7RG1/8/eeYZHVXQB+D2JQCgJiNJEmgiIBVSkSu/S7KKIiKCIioqCdASVjog0BZQmxd5AUTqiSBcBywc2VHoNIaEkhPP9mJuwWXaT7O6FrDDv8+yT7Ny55545U+7suefOhIyILHL0/okzG251xzi+Z3tkfQsTMf2549hUzEObfzEPWVKYi6mzWU6ZD2OimAUYQQCIyC2Yeklpa9eKyD3O//NVNWVRpj7AFyIyCXgXuAnoh3F27/EQORDTBj8QkQmO7JHARymOV4eRmPVu54rIUEz09wjM2rufBlIGi8VisVgsFovFYrFYzgVJSbBrd9hvnna5iKz3+D5ZVVP3WRKRxZx5k9yTvp5fHJ/eWYVV1YUiUhkTPLcf449I9s7nTWYef+zBOL+exzgqT2A22mmhqhtEZCPGWdMBeByzoVVL/DsNZmJ2fz8BfJSJ62cKVU10PNDjgIkYp+McjANjGMb5hPP9GWA0ZmmEfZjNj/xGCPrgaYxzZ7DzfT7GwZdm4zBV/VxEGjmyUyIL/8BEd6bk6S4ivwNPYqLfEjCOyIXO8QQRqYNxxgzDrMW5FXhIVWd5yIl1nIqjMeHOOzC7yjfkTNh0oHQBxgLzMM7clzAOpfRIt704um5yIpc7YRzwEZjI5J+dyNGXMU61PzBrbDT1LIOqHhSRLhhn+zcYB289TGToUCCfo3svTN08hKn3FH7DOP76Yxy8RzHttpHncgeZ5FmgFcbZHImx1TNeedpi2kwHTIc+CWwHFuCsGZtBmcA4LCvj4WR10hTzev1fnhdU1Uki8i/wAmYt5kswSyF8i4kGT8nXx1m+4CnnoxgH5xKMndzmZ0x9XIlpU/9i+usrqpq6jajT7utj2vNMTH9bAnT1XEpAVU877f5VzPq9UZjBr56qBvqYuAumD6ZwL2c2CCyFqTNUdb7jlB2AebCwFxjCmfEgRbcfnTFpOGbDwCPAOxjnrWe+nSJSD3gNs0FgIvA50C2Ty6BYLBaLxWKxWCwWi8VigQPpRb6qakN/x0Rkr4gUUdXdIuJvXylUdTDO738RmYMJpkuXoJYd+C8hIl8A5VW1dFbrYrFYLG5jlx3wj112wD/h9FrohVgmsK83p0c42Sbc2k04cSHWUziVyS3CzTYXYp8KN9vYZQf8Y5cd8I9ddsDiBldJlA6iRFarkS4Psi2UZQdGAgdVdZiI9ALyq2oPrzyRQD4ngK4CJujzxpSlBv0Reg8MI0TkeUzE62+YCNF7gebAE+mdZ7FYLBaLxWKxWCwWi8VisVguWoZhlg3sCPwN3AepSxR2VtVHgWzAt2ZJWOKAthk5XuECc75iXud+DiiOeW17K/BoRpsJpeAsqBuZXp7MGPVC5WKxj7PhUnok+9pA7WImnNuG82RK0sly2r7e706UaOEklyJEY3e7IyevO2LCKcLkQiScol3c5EKs83CzseW/wYX4ZkU49YVws0044dYbMPn4xxU5tq7+Gxxf+qcrcnLd5M581o2IVYBKd4T+U2zlyozzWCz/ZVT1IGavHe/09Zg9pVDVE5iNtQMiIuMs/x1UdYKqllfV3KoapaoVM+t4daiD2fzJ78fZcf1i5WKxT7plJO26oBbDw2Rst6zijwz0ejHrVLNYLBaLxWKxWCwWi8VyIXOhRb6GygYu2d2mAAAgAElEQVTMpkbpset8KBKmXCz2yaiMf2Vw/GJkHhnbLatoidncyx8XQpu1WCwWi8VisVgsFovFEoZY56sHqnoUWJ/VeoQrF4t9nJBySwA44fkHs1oPX6jqlqzWwWKxWCwWi8VisVgsFsvFyQW17IDlbERku4hMz2o9LCAiA0Wk/jmQe6MjO3+Q55d0zr/Kbd2yEhFZLiLfZbUeFovFYrFYLBaLxWKxWC5erPP1wudO4JWsVsICwADAdecrcKMjOyjnK1DSOf+Ccr5aLBaLxWKxWCwWi8VisWQ11vl6gaOqG1X1j6zWw2KxnFt6dBtFw7od6f7cyDTpP//0Ow3qdKB+7Q5s2fwbAJ98tIha1dtRu0Y75s1dnib/gB79uKNRC/p375MmfcyI17ip9PUMf2lIumkAp04l067ja9Rq0JNhr350lq5Ll2+iRt0XqN+0Lzt2HACg1d2vULthLxo268eOXYeNjKenUuv2EQwb9/VZMp7sPYeC13fj7dlngptbtRtP7TtG0vC+19ix63BQZQI4fvw4FUtdy4ql36SmBWLf4UOncFXxJgx88Y2z9A7GNmnT9rqmTzC6AOzefYhc+e/h9z92BS3n73/20fKul6nftC9Tpi8MSka9Jn2o27g39Zr0YenyTal5A7GNr7Rg5LhpY+80N2QEq0uafumkBWKXLk8Mpn7tDjSoE5p9uz83ksb1H6N2jXasWvlj0HL86eNW+3PDxm7VU7j1qdDLFfjY56/duDFmBapLevfdrJDjpm1atx1O3ca9qdWgJ1u37Qhajlt96sln36Rg8ba8PW1haj435jZZMfa5OWaNmTCXarW7U6PuC6xa87+g5fhKc+u+69a8JBB9Dh06QtsHenJbo8cZPvTMPt2nTp/m0flbaPTuWkatOXu7j6bvr6PJ++to+v46lv9jVl77ZOse6sxeTd3Zq/ni931nyhTgfPbvHQdp2W489e8ZxZQ537k2J7788lzMnnEvq1Z0IjJS0sgofVV+pky+k6mT76TM1Zf5TQvUvksWr6bOrQ/TtGEntv7PbptiubixztcsQETKisinIrJPRE6IyD8i8qGIXCIiUSIyWkR+EpF4EdkjIvNE5BqP8yuLiIpIKx+y3xCR/SKSzfmeZtkBEWnvnFtNRGaLSJyI7BKRsSIS5SXrKhGZLyLHHF1HiUgn5/ySHvnaiMhGR984EdkiIo8HYI+rRWSmiPwlIsdF5E8ReVNELvWRt46ILBKRIyKSICKbRKSjV57HROQHR9ZhEflGRGp4HC8iIu+IyAEROSkim0WkrZeMgSKiPq4/XUS2e3wv6djjcRF5WUR2i0isU2dXeuRLkdXXya8iMjCT9kmvvbQHpjlZf/OQXdI5t4uIrBKRQ45eq0WkuYfsusAy5+sij/PrpujtradHmdt7pFV26uWgRx2e7XnyX8b24tWunPSz6sHJN0hEnnHazFGnjq/LxHX6i0hiSn0H2B/SbTcicrmInPZKa+nIn+WRlsvR4Snne10nTysRGe/IPyAis0QkX2bst/GHX4mPP8bi5VNITExi/bqfU4+9PPBNZswawsx3h/HywDcBGDdmDguWTGLBksmMe312at7NGzeRkJDAZ4u+ICkpiR83bEw91ubhtoyfOjHNdX2lAcz9Yg3lyl7Jt0uGs/L7X9iz53Ca44OGfcCCeS8x9OV2DHUm12NGPcaKxcPo2e1uRr+1mLkLN1Hu6sJ8+3kPVq77nT37jqSR0b9rc0b0vztN2phB97Pisxfo+VRTRr+1OKgyAcyZPotrrrs2aPu273AH094ZdJbcYG3jmfbq8Gmu6ROMLgCvT5hL1cplQ5LTb+BMpk56lqVfD6Zj+8ZB67J4/iCWLRhC/boVg6orX2nByHHTxt5pbsgIVpc0/XL85wHbpXuP9ixdMZVJbw9kyKDJQdt36IiuLFz6FrPeHc6I4VODluNPH7fanxs2dkOGm2Vyq0+FWq7xY2a71m7cGLPcuu9mlRw3bTNrWjeWLxzKoIEPMfaNL4KWA+70qf69WjNi8COpedyY22TV2OfmmDVj5hK+Xz6CD2f3YuRrnwQtxzvNrTEiWH0g7bwkUH2GvDKZ/gM689WiSfTsfeYn5Zd/7Kds/twseqAKq3YdZm/CSbz58t5KfN26MnWLG8fkhA1/89V9lfnqvsqM2/C3KVMQ89l+wz5j6uiHWfpRNzq2qenanDgu7iSdu8xly097zyrLE49XoU+/RfTsu5AnHq/iNy3gsWbQW8xfOJFpMwcz6OVJZ13XYrmYsM7XrOFLoCjwBNAE6AWcxNRHDiAaGAQ0d/JEAatEpDCAqq4DtgLeDsPsQGvgPVVNykCHmcAfwF3Am8BTQG8vWYuACo4O7YFSQF+va9YEZgHfAHcA9wBvAZlyGjlcAfwLdMXY42WgATDf61q3A0uA7MDjwO3AVKCER55XgcnAD8B9GButAIo7x3M7ut4G9HF03gLMFJFOAejsTW/gaqAD8CxQHWOXFKo7f6c7/1cH3s6k7PTay5eYtgJwr4fs3U5aSec692LaxnrgCxFp6hz/AVP3AM94nP9DJnVDRPIAC4BkTDu5DVOH53JDv7aY/vEs8Aimfj8XEZ/XFJEIEXkT6Am0VNVZXlky6g8ZthtVPQD8RNqlJeoDx4F6Hmm1gGzAUi8dxgAKtAFeAu520jJk7ZotNGhY1VywQVXWrt6ceiz28FGuLFaYokULciT2KABXXXUlCQkniI8/TnRM7tS8P6zbQO36dYyS9Wqzfs261GMFChVEJO1Tcl9pAKvXbaVR/RsBqFvnBtau35Z67Nixk+SMyk50dC6qVinHL7/+A0CpkoUByJbtEiIjIli94S8a1S5vZNQox9qN29Nco0ihvGddt1Txyx0ZkURGRARVpsTERH5Yu4HK1aukpgVq30KFLvNpl2Bs45326y9/uqZPMPV04EAccXHHKFmiYNBykpJO8fc/++n89ASathrAtt92BqVLRITQqHl/Hmg3kkOHjgZVV77SgpHjlo19pbkhI9j6TtMvIyMCtkvJUkXTnB+sfbNlywZAfPwxbqhQNmg5/vRxq/25YWM3ZLhZJrf6VOjlinSt3bgxZrl1380qOW7ZJqV+jKzjVLi+ZNBy3OpTRYqkXYXLjblNVo19bo5ZJUsU4uTJJGKPJJA/f3RQcnyluTVGBFsu73lJoPr88vMfjBw2jaYNO7Fm1Zm863YdoX4J41StXSw/63endXhGCLT4cAMPf7GZQ8fNz+5S+XKRkJRMfFIyMdkjTZkCnM8mJSXz945DdO4xi6YPjGHbH3tdmxMnJiZz9OjZTmSAmOgc7N0Xz/79CUTnye43LVD7AuTOnZMiRQrw5x87fF7bYrlYsM7X84yIXI5x0g1S1Y9V9RtVnaOqbVU1UVWPqOqjqvqeqn4DzMU4GS8BHvAQNRNoKSKeo20zzLqfMzOhyhxVfVFVF6vqK8BXXvLbY9YAvUtVZ6jqfIwzKNZLTjUgVlW7OrIWqupYVR2eWZuo6gpV7aOqn6vqCozTsgNQTURuAhAzCxoD/AjUc+yzWFXHqOqLTp6rgeeA0Y4N56nql6raX1Xfcy73CFAGuFdVJ6vqV6r6IMapO0hEIjOrtxfbVbWNI28GMAyoIyJXOGVc7eTbqaqrnU+Gd6BMtJf9GKchwI8esk861+2uqlNUdQnGmd7V+fuEczwO+MU5/1eP8+MCKPs1wKVAD8fmy1V1uqqG4szOiCSgharOVdWPgBeA0kAV74xOBOuHmAcD9VR1gQ95GfWHzLabZaR1tNbDOHOvEJFyHml7VPVXLx1WqOrTTh8aB0wBWos/L54HR47EEx2TB4CYvHmIPXJmwnP69OnU/1VNEHHLO+pRvXIbqt3yAE881Tr1eNyRI0RHmwl5dEwMcUcCaQZniI1NICYmFwB5Y3ITeyTB41h86jGA5OTTHv8nM3j4Bzz+UG1i444RkyenkRGdk9i4Y5m6dnLyaQa/Pp/HH6odVJk+mPUed99/T5q0QO2bHoHa5uy0ZNf0CaaeXh8/ly6dW4Qk58CBODb/tJ2J455i1LCO9Ow7PShdPpzdi2ULhtCyeRUGDf8ACLyu/Nkrq2zsOy10GcHocuZ/p192bBq0XV7sN54nn7o/9Xswclrf042WzZ6ifoMqIcnxpY9b7c8NG7shw80yudWnQi1Xx8fucq3duDFmuXXfzSo5btkGIDExiVoNevJMt8lUq1IuaDlu9ilP3JjbZOXY50tOMHapW+cGyt/4JE1avsgzT7YISo6vNLfGiGDL5T0vCVSf1as2073nI8yYPZQ+vV4/c72TSURnNw8WYrJfwpGTp9LoOqvljXzdujLNSxdgxJo/AWhZpiC3zlxFjZmr6HxTcSMnwPnsgUPxbP51BxNHtGXUwHvpOehj1+bE6RERcebnRspPD19pwbThvXsPsvV/f9llBywXPdb5ev45CPwJDBPzenwZ7wwicp+IrBGRWOAUkADkAcp5ZJuFiZK91yPtIWCrqq7NhB5fen3fghMd6lAN+MdTlppR9GOv89YBlzqvSLfI7GvSnohIdhHpIyL/E5HjGMfat87hch5/SwBvq6rv2RU0xLTpyX6OA9TGOECXe6XPAgoA1551RuaY7/V9i/O3uHfGAMmwvaSHiFQSkS9EZC+mLSUBjUjblkLlN4xTfpKItBWRYi7K9scir+huf/aOxkTl3gzc6kSN+yKj/pDZdrMUKCkipUTkMkzk+ExgG2ciYusD3nL86ZADKOSdUczyH+tFZP2BA4eJicnD0bh4AOLiEsiXN9ozb+r/Ec6T76GD3uKHzR+ycctHDB30Vurx6JgYjh41k6j4o0eJyRvjQ03/jBz9CfWa9OGzeauJcyaGcUePkS/vmeicvHlzpx4D0kRydOs1lcsui+bRbu/w2Vc/Ehd/3MiIP04+jwl3enR76UMeurcapUsWCLhMp06dYvnipdRv0jBNeqD29UWwtjk7LTJkfUaPeicoXWJj49mxcz/XXWu6xtvTFgZdpmuvKUaBAnmZv2A9y1ZsCarNpETu3NmqGj//Yl7vC9Q2/uyVVTb2TBs5+hO2/Lw95Daza/fBkPvlQ23qUfqqIkHZZfyYOVxTvhQ1at6UmhaMnPc/GsU3K2cwoN+EkOR46hNsPUHa9vflV+vcGfueGBdyPX3y+SpXyuRWnwrFxp7luqp0sZDbTSj9MmXMuu7a4hw8dNS1+25WyXHLNgDZs2fj2yXD+WBWTx5s/2pY9ClPQp3bQOhjjVtyRo96hyYNOgVsl7i4Y8x+dznbtkxk9Tev0rrtCJfmJBGu3HfdmpcEY+MyZYpzTflSFCp0WeqY1fT9dcz7fR9HE43D9WjiKfLmSPtyXf6cJnq85dUF+eWAud6wVX+yvv2tbGh/K08v+oV6d48KeD6bNzon15YtQoHLopm/ZAvLvt/q2pw4PTydpadPq9+0QO07eOizPPxgb0aNmE71GhUzpbfFcqFina/nGceB2Qjz+vdQYJuY9TGfALNGJPA+8Cvm9eOqQGVgP2b5gRQ5f2Nep3/IOS8f5jXszES9Ahzy+n4S4+hJoQiwz8d5aRaJcaJz7wWKAZ8C+0VksYhUyKQeYOwwEOPIao6JXrzLOZZS5pRVvtOLFs1MnvyceSXfkz0ex4PBlz3Bo86CIaP2kh6OE3QJpkxPAzUwbenrUPXy0vEIJppzF/AG8I+YNYvvTv/MkMisvYsDtwJfqeo2/JNRf8hsu1kBnMbYoy5wGNiEExErIjEYR7D3kgP+dAAfdeVE396iqrdcfvmlVK12A8uWGr/ysiVrqFz1htS8l+aPYceOvezatT/1FcUcObKRK1cUuXPnJDHxzJP8SlVu4bvl5rnHt8tWUKnKLT7U9M8Lz93FsgVDmDj2SZY4m2Us/2YLlSudeWaQO3cUx08kEh9/nLXrtlH+GuOrnzJ9ISLCe+/0YNnH3Zg44kGWfGc2hFi+ciuVbyyZ4fWnzPkOEaHdvdVT0wIp0/59+9n5707a3H4fn7z3IUMHDCL2cGzA9nXTNt5p15QvFbI+z3VrF5QuW7ftZNtvu7it1QAWLfmRDRv/CEpOrlw5yJMnimPHTtLmvjrUrH5tUG0m5UfYylW/clUp83pyoLbxZ6+ssrFnWp2a1/PAfXVCbjONG94ccr9s92D9oOyyeNEqVq/eRK8+j6axT6ByTp5MBCBPnlzkzp0zaDne+gRbT5C2/dWvW8Gdsc+FegplHD4XfSoUG4fa/rzbTbC6eI5ZO3ceJCY6l2v33ayS45ZtVJWkJKNHTEwubri+ZJb3KW9CndsEY1+3xj5fY9aCJZMDtktEhJArVw6yZ89G3ry5KFQonytzkvLXFHPlvuvWvOSJZ94MWJ+ryxZn9+79JCQc59SpZJ7r1o6vW1dmbKNrUzfSWvHvISoVTvtqf5wTCbt6Vyyl8pn7Uo5IIVe2CHJni6RAruxBzWdz5cpOnlxRHDuWSJs7q1CzytWuzYnT40jcSQoWzM3ll+ciISHRb1qg9q1avQJfL55Mj94dKXdNqUzpYrFcqJzLNRktflDVP4F2zuvEFYEuwBtiNnK6H/hdVdun5BezeZYvp+BM4C0RKYFZCzQ7adcZDYXd+I4CPSsKz3nt+yNn7c+6wHDgaxG5Mp0oVU/uB95R1dTdShxZnqRsaVk0HTmeebb6yXMI31GfhT2OA5xw9Miuqoke+S7jPJNee1HVr9I5tSmQF7jPc4kDEcnc41LDSUy78uQsG6jqj8Ddzpqrt2DWS/1ARCqq6k+ZuM4J52+G1wqQn4EJmLVZj6tqtyDlZKrdqOphEfkRE916BFiuqioiS4HxmP4RyZlNzlzhppvLExWVnYZ1O1KhYjmKFS/M8KFT6Nm7I/1e7Ey7Nmb52tFjewLw2OP3UL92BwA6PHpnqpwKN1UkR44c3NGoBddVuJ6iVxZlzIjXeLbH88yZMYsZk6cReziW2NhYho4ecVbatNeNrJbNq/BJpzHUatCT25pUokiR/Py46U82bPydju0b06fHvTRu8SJRUdmZ/lZXAJ7qOpEqt5SlXpM+1L6lBP26NueTL6dT6/YR3NbgeooUysuPP/3Lhs1/07FNTQaPmc+7n65FFXbtjeXF51vwVJ93qXJjSerdPYra1crwxKC7Ai7TV98uAuDVwSOoUr0q+S7NR8lCgdl3+tTPmDzxQw4fjiP2cByvj+uVauNgbOOZNmnaUIoVL+KKPoHqUrxYAb5fbna2faTT6/TteV/QZerbszVNWw3g1Klkxo7qRMUKpQKW0eC2fuTMmZ2oqGxMm9Q1qL7gKy0YOW7Z2Lu+p7/VlSKFLw1Zhiv9sub19H75hYDs0q3rSKKjc9O04eOUKVuC8W/2Dcq+D7XpxZHYeJKTk3l5UJeg68mfPsHYxlf7c8PG/XrdF7KMl/q3ca1MbvWpUG1To051+g/o7Eq7cWPMut6l+65b92+3+lSgtjl5Monbbh+IiCAC40d3zvI+NXj4B7z7wTeowrbduXm+d/eQ5jZDR49wbazJqjErT56cNGpwIzXqvkBy8mn6974/aPt6pxW8yp0xIhh9fM1LrrwmcH3at+3L8eMn6NP/zIppza4qwOPb9tLo3bU0vupyCufJweZ9cWzcG8fDN1xJ8w/XE3VJBFGREUxqej0Aj1YsRsN3zUujj9xg9l1u2ahiwPPZvl2b0bTNGE4lJzN20P1UvLZYyHPil15oxSWREYx7vTlly1zGhDEtmTxlPTdVLMKU6RuY9NY6hg1qDMCwkSsAfKYF2oaHD53CsiVryH9ZPsa90QeL5WJGMrNGneXc4kTDHQF6YKITr1HV8h7HO2DWf5zh5ZSNwUSivoLZCOi0qtbxkr0d4wBq73xvD0wDyqjq7x75BgIDVFWc752ASUDVlKUHHOffj5hXqUup6nY/5XkGsz5rQWdN0ozKfxizSdgTHmnvYKJ6H1HV6c61/8Q4WKuoj4YrIqUxr3e/7s/JJmaH+fFATVVd6ZG+EOPYvEJVk0XkAWAOUElVf3Dy5MOsr3pUVUs6aSWBv4DHVPVtD3l1caIdU15VF5GTwPgQHIApslPbi6qO9NC1gqpu8cj3LPA6UFhV9zppZTFrvO7wKEN14HuglarO87rWVsxSFq080l7EbAj1iKpO96NjBUzE532q+mEmypSiw92q+omTdgnGeVo2pV066QoMVtV+HmklMfWQqpOILAcuUdWaInIfMBtj/+c8zmtP5vpDptqNkzYSE7V+BJigqhNEpACmry51ylPcQ0ZdTFtppKqLfejmt68B3FzpWl25JvRnLrGJoa6QAYVlVcgyAIj1FWQcOHvy3pVxpkyQL/s/IcuIStrpgiZwIlt6z58yj1v6hBNu2cYtrI3/G1yI9eQW4TTehJMuYPvCf4U9mrmov4xwYx7gJuFUVxdi3zzdq3fGmTJBrm7n8iXAwKl0x6mMM2XAypXVXNAEcmWrtEFVAw9Dt2Q5V0mUDjqz33lY8iDbwrJ92cjX84zjlBqDWVrgd0wUXHvMepxLgTjgDhEZDXyBiSJ8mrM3ukJV40Tkc8zO7EWAx1xUdTpmZ/hPRKQvZtmDRzEbK4F5tRoReRkTDbsM89r5lcAzmM2fMnS8OnwNPCwiWzA2uQvjhE7FiR7sCnwCLBWRiY5O5TFO3gGq+odjt+dFJBqzWVkyZhmD/6nq+065nvUo1w7gQcyr/Y+nONAwGy4dwUQWD8C8gt4DiM9kmXzxC9BcRL7GvI6+S1V3pXdCJtpLilyAp0RkBmZd183AYiffOyIyCtNGXgL+Ie2SI9ucfB1E5BAm2nWrqh4F3gP6ObZaDdQi7UZUiEgLoBPwGcYBmhvTBo4CmfXGrcM4tkeKSISjw5OkffU/aFT1AxFJBt4VkUhVfSZAEdPJXLsB0xe6A1c4/6Oq+0XkZ6AB8E5IhbFYLBaLxWKxWCwWi8Xyn8Gu+Xr+2YNxfj2PcQ6+i3HStFDVDcBbwGCgNTAPaAa0xDgCfTHTOf8k8JFbSjqv2jfGOPEmAjOAfzGvcOOhzxqgJDAaWIRZcuAbzNqtmeVpjC0GY5yM0Xg5+BydPsc4u8BEAs/FOP22e+TpjnHaVcNsDjYbs/7mP87xBKAOsBAYBnyOiVx8SFUne8iJBVpgnMwfYNZbHUdor4t3wWyeNg/jbOyUfnYg4/aCqm7CrJnbEvjOkX2Fqv6McRCWcM7tAfTCrEuaiqoedHSriKm7dUAl5/BQTMRnF4xztTzOOsMe/AYcB/pjnNbTMM7cRp7LHaSHqp4Cbse0semYdrbI+d8VVPVj4D7gcRGZIJ6rwmd8bqbajcO3mPLvUdVfPNJTnOWuLjlgsVgsFovFYrFYLBaLJXyxyw5YAkJEvgDKq2rprNbFYrHYZQfSwy474J9wemXRLcLtNWBr4/8GF2I9uUU4jTfhpAvYvvBfwS47cO65EPumXXbAP3bZAYtddiB47LIDFr+IyPOY1+x/w0Sj3ouJaH0ivfMsFovFYrFYLBaLxWKxWCwWi3W+WtLnJPAcUByz1uhW4FFVnZKZk53XuiPTy+O8bn5RcrHYx9k4Kz2SfW2gZskcyZrdlajVvQlRIcsonCdkEYZ8RdwRky18IlXCLTLEcu5xI+LKtWjyMCOc2rFu2+iKnJPXtXBFTjjZxi3cGP8uRLu4hRtzAIB82V0RQ9T+9e4Icmku4AbhFJXpFm5FBRdOCq/7lCt19UqX0GW4iFvtZuXKjPNkxK23rg5diMVykWLXfLX4RVUnqGp5Vc2tqlGqWjGzjleHOpjNn/x+nF3qL1YuFvukW0bg4axTzWKxWCwWi8VisVgsFovl3GEjXy3nkg1A5Qzy7DofioQpF4t9MirjX+dFC4vFYrFYLBaLxWKxWCyW84x1vlrOGap6FHDp3aMLj4vFPqp6wZfRYrFYLBaLxWKxWCwWi8UXdtkBi8VyXhCRO5xN3II5t72I6LlchkFElovId+dKvsVisVgsFovFYrFYLJaLD+t8tVgs54s7gKCcr5aMGdCjH3c0akH/7n3SpI8Z8Ro3lb6e4S8NSU3r2qkLzes04e6mt/PJ+x+npr/avxcdWjZmRN8eaWQM6vYM7Zs35JEWjdj2808ArP/+Ox5qWo92t9Xjw+lpl4I+dSqZdh1fo1aDngx79aOzdF26fBM16r5A/aZ92bHjAACt2w6nbuPe1GrQk63bdgQlo16TPtRr0oebqz3LnfcNTs3bo9soGtbtSPfnRqaR8fNPv9OgTgfq1+7Als2/AXDo0BHaPtCT2xo9zvChU4KSAXD8+AlKXtmYpUvWpMkfiJxOHQZQu0Y7mjToxPvvfhWSff/+Zx8t73qZ+k37MmX6wqDl+Epzo66CkTFzzjJq1H2B21oNYM+ew0HZGNypq08+WkSt6u2oXaMd8+YuT80bSL/0lRasfQF27z5Ervz38Psfu4KWU69JH+o27k29Jn1YunxTwHYZPnQKVxVvwsAX3zjrem60Y1dt0/djarefwvCp354lp9Uzs6nzyBQadZrOjr1HAHik/6dUbzuZ+h2nMWf+5oBt0+7B3jRp0Im6NdtTtdIDIdml1d2vULthLxo26+dqv0zBjToPREb350bSuP5j1K7RjlUrfwzJNk8++yYFi7fl7WkLXZfjxhiRnhxftvQ3jkFg4w3A8ePHqVjqWlYs/SZT+gTcjp+eSq3bRzBs3Nd482TvORS8vhtvzz7zzPvvHQdp2W489e8ZxZQ5352RE0If/+uPP12zjVt9MxD7dnliMPVrd6BBnbT17dZ4HqhtejzdjVYNmnF7w+b8suXnkPQZM2Eu1Wp3p0bdF1i15n+ulSsrxwm35lqhtpv0xolA5CxZvJo6tz5M04ad2Pq/M6vEXX55LmbPuJdVKzoRGSlp5JS+Kj9TJt/J1Ml3Uubqy/ymWSwXI9b5arFYLP9xNm/cREJCAp8t+oKkpCR+3HBm9+42D0/yi9kAACAASURBVLdl/NSJZ50zfuqbfPz159zV+m4Aft38I8cS4pk6byFJiYn8vHFDat5Hnnme6V8uZuDYN5n06lAAZr45lhFvv8P0L5cw971ZaWTP/WIN5cpeybdLhrPy+1/SOMYABg37gAXzXmLoy+0Y6kxEZ03rxvKFQxk08CHGvvFFUDKWLRjCsgVDeOjB+jS/zSw1vPGHX4mPP8bi5VNITExi/bozPxZeHvgmM2YNYea7w3h54JsADHllMv0HdOarRZPo2btjUDIApk/5jOuvvzqNzsHImfbOYBYsmUzrB24Lyb79Bs5k6qRnWfr1YDq2bxy0HF9pbtRVoDJOnUrmzcnz+XbJMAYNfIjhr32cpXU1bswcFiyZxIIlkxn3+mwg8H7pr68GY1+A1yfMpWrlsiHLWTx/EMsWDKF+3YoB26V9hzuY9s6gs8oUrD7e7dg123yzlWtKXs6K6R35buM/7DlwNI2cMT2b8c20jvR4pBavzzqzs/fMIXezdMojtGlWIWDbvDN7KAuWTOa57u24rXmtkOwyZtRjrFg8jJ7d7mb0+M+DluPGGOqrzgOVMXREVxYufYtZ7w5nxPCpIdmmf6/WjBj8SJp8bshxY4zISI4vW/obx4KZB8yZPotrrrs2TZpr7XjhJspdXZhvP+/BynW/s2ffkTTX6d+1OSP6350mrd+wz5g6+mGWftSNjm1qGjku9HG3bONG3wzUvt17tGfpiqlMensgQwZNDkkXSDueB2ObLt2eYe6S+YyeOJbXhp5x3gWjz4yZS/h++Qg+nN2Lka994lq5snKccGuuFWq78TdOBDwWD3qL+QsnMm3mYAa9PCk1b1zcSTp3mcuWn/bizROPV6FPv0X07LuQJx6v4jfNYrkYsc5Xi8VyzhGR6cDDQFFn+QAVke3OsQIiMlFEdorISRH5n4h0yqTcTiKySUROiMgBEZkiIvm98qiIDBaRviKyQ0SOi8gKEbnRj8yGIvKDiBwTkZ9E5E4feZqKyCpH1hER+UxEynnlWS4i32VSXkURmSsihx2ZK0Wklnc+f/ywbgO169cBoFa92qxfsy71WIFCBRFJ+1QaEZ55rAvt7nmQHf/8C8CW9euoVqc+AFVr12PT+rWp2YuWKAlAtkuyERkZCUDJ0mWIj4sj8eRJcubKlUb86nVbaVTfmLdunRtYu35b6rFjx06SMyo70dG5qFqlHL/8+o+Rnc0sQR4ff5wK15cMSkYK875cy+0tqgKwds0WGjQ0/9dvUJW1qzen5os9fJQrixWmaNGCHIk1zpZffv6DkcOm0bRhJ9as2hyUjMTEJNau2UK1GhXT6BWoHER49JEXufuOrvzz9+6g7ZuUdIq//9lP56cn0LTVALb9tjMoOf7s7kZdBSrj4ME4rix6GZGRkVSsUIrVTtRMVtXVVVddSULCCeLjjxMdkxsIvF/67KtB2vfAgTji4o5RskTBkORERAiNmvfngXYjOXToaMB2KVToMp9lCkYfX+3YLdus2byDhtVKA1CvcknW/rQzja6lil4KQLZLIoiMMFNnEWjf71NaPTObv3fFBt6/HeZ9tpzb76gXUj2VKlnY6JftEiIjI4KWk6pTCGOorzoPVEa2bNkAiI8/xg0VzjjJgylTkSJppgSuyXFjjMhIji9b+mtLgY43iYmJ/LB2A5Wrp3WEuNaON/xFo9rlAahboxxrN25Pk79IobxpviclJfP3jkN07jGLpg+MYdsfxqnjRh93yzZu9M1A7VuyVNE054eii/d4Hoxtipcs4ehzZj4YrD4lSxTi5MkkYo8kkD9/tGvlyqpxwq25FoTebvz11WD6d+7cOSlSpAB//rEjNS0xMZmjR0+eZTOAmOgc7N0Xz/79CUTnye43zWK5GLHOV4vFcj54BZgP7AeqO587RSQG+A5oBgwEmgPzgDdF5On0BIrIMGACsBhoBbwANAW+EpFIr+ztnGt0AdoDhYAl3o5aoDQwBngNuAvYDXwoIqlhcSLSFPgSiAdaA08A1wPfiUjRIOTdDHwP5AceA+4GDgKLRaRSejZIIe7IEaKjzcQ1OiaGuCNx6eYfMPRl5i2dz1PPP81LvV8E4GhcLLkdGXliYjh65MhZ540dPJAHHu0MQL1mLenywF3ceWslmt3TOk2+2NgEYmKMQzZvTG5ijyR4HItPPQaQnHwaME6wWg168ky3yVSrUi4oGQD79sUiAgUKmB92R47EEx2TB4CYvHmIPXJmQnn69JnzVBWA1as2073nI8yYPZQ+vV4PSsbMGfO4/8FmZ9kvUDnDRj7Hsm+n0a37w/TqMdqj/IHZ5sCBODb/tJ2J455i1LCO9Ow7PSg5/uzuRl0FKuPyy2P4a/s+EhJOsOybzRyOTQjKxm7VVcs76lG9chuq3fIATzxl+kOg/dIfwdj39fFz6dK5RchyPpzdi2ULhtCyeRUGDf8gYLu4WS5f7dg12xw9QUyeHKZceaKIPXriLH2Tk08z5O0VdLrnFgBe7daE7955lB6P1KT7awuCsk1SUhI//fQ7N91cPmi7nPk/mcHDP+Dxjk1DkhPqGOqLYGS0vqcbLZs9Rf0GZxxgwZbJGzfkuDFGZCTHF/7sFeh488Gs97j7/ntCLhf4acdxx4jJkxOAvNE5iY07lq4+Bw7Fs/nXHUwc0ZZRA++l5yDzNoMbfdwt27jRN4PtTy/2G8+TT90fki7e43kwtklhyIuD6PDEYyHpU7fODZS/8UmatHyRZ55s4Vq5smqccGuudeb/4NuNv7YUTPvbu/cgW//3V5plB9IjIuKMwz7Fee8rzWK5GLHOV4vFcs5R1T8wjtdEVV3tfDYCzwIlgAaq+paqLlbVF4CpwAARucSXPGfjrReAV1S1m6ouVNVpwH1AFaCl1yk5gcaq+pmqvg80AWKA57zyXQ7coaqzVPVr4EFAHLkpDAL+BG5T1bmqOgdoBOQDugUhbyTwD1BfVT9S1fnAnc41+vsqvzfRMTEcPWomUPFHjxKTNybd/JfmN1FcVWtUY9/efQDkic5LgiMj4Wgc0XnTRqXMnjSBq8pew03VagAwdtAAZsxfwtzVPzLv/TkcP3aMkaM/oV6TPnw2bzVxzg+tuKPHyJf3TJRP3ry5U48BqZEc2bNn49slw2nZrDINm/ULSgbA51+soZUTsQUQE5OHo3HxRk5cAvnyRqce85wARjjRbGXKFOea8qUoVOiy1LRAZJw6dYrFi1bRpOmt3mYPWJf8+U0d1Kh5E3v3HGD0qHeCsm/evLm59ppiFCiQl+uuLc6mLX8FLcczbdfug0HXN5i6ypMnZ1AyIiMj6d+7Nc3vfIkvv15P2auvCNjGbtbV0EFv8cPmD9m45SOGDnoLCLxfevPG6PFB2SY2Np4dO/dz3bXFAXh72sKg6yklGunOVtX4+Ze/A7aLL9xox/MXrGfZii2u2KZ+x2l8tuxX4uJNFM/RhJPki446S+/uoxbQtkVFShczz+zy5zU/mGveVIK9B+KDss2KbzZQu06lVLs0adAp6P7UrddUHmpTj08+XxVyvwxlDPVFMDLe/2gU36ycwYB+E4JuM96Eco8KtUy+xoiM5PjCn70CGW9OnTrF8sVLqd+kYcjlgrPbcb27R/HZVz8SF3/cyIk/Tj4PB5Mv8kbn5NqyRShwWTTXlbuCTb/scGX8c8M2wY7FKaT0zdJXFQnKvuPHzOGa8qWoUfOmkMYJ7/E8UNuk8Nb4iZQtX46qNaoFbZu4uGPMfnc527ZMZPU3r9K67YiQ71Pb/97LjJmLs2yccGuulUIo7cZfWwpUzuChz/Lwg70ZNWI61b3eEPKHp+P29Gn1m2axXIxY56vFYslKmgJrgL9E5JKUD7AAuAy41s95jTDj12yv89YAR4HaXvnnq2rqo2ZV3Q6sxkTgevKbqv7mkW8fsA8oDiAiuYGbgfdV9ZRHvr+AlUCdAOXldM75EDjtUQ7BRPR6lwPnvE4isl5E1h88cJBKVW7hu+Vmk5hvl62gUpVbfJ2WytE4M9H+fdvv5HWcrBUqV2HtiuUArFmxnAqVKqfmX7VsCZvWreGx589sxBUZGUl03rxky57dcWQl8cJzd7FswRAmjn2SJc5mDsu/2ULlSmVSz8udO4rjJxKJjz/O2nXbKH9NMVSVpCRjzqc6t6Bh/RsDlpHC5/PWcGerM9VatdoNLFtqXqNbtmQNlavekHrs0vwx7Nixl1279qe+Bnp12eLs3r2fhITjnDqVHLCMvXsP8e8/e2jVvAvvzZnPi33Hc/hwXFC6xDkT5G1bt5M3XzTPdWsXlH1z5cpBnjxRHDt2kp07D3LtNcWDkuOd1rjhzUHJ8ayrca89HrSMVi2qsnzhUO5oWY2at16bpXWVI0c2cuWKInfunCQmmrYcaL/05snnugRlm63bdrLtt13c1moAi5b8yIaNfwRt45QfhStX/cpVpQoHbBdfuNGO29xXh5rVr3XFNkunPMKb/VqydK3ZmGfZur+ofF3alximfLoBEWjX8sxqNXHxJjp26/YD5I2OCso2cz9bRivnVe3nurVjwZLJQdXTlOkLERHaPVg/6HE4hVDHUF8EKuPkyUQA8uTJRe7cOYNuM96EaptQyuRrjMhIji/82TyQ8Wb/vv3s/HcnbW6/j0/e+5ChAwYRezg2qHLB2e142cfdmDjiQZZ8Z5aDWb5yK5VvLJluuXLlyk6eXFEcO5bIzt2HubZsEVfGv57PvBCybdq0bxt0u/Hsm8HYd/GiVaxevYlefR5NtW+w44T3eA6B36eWL17G+jXr6NrT7J8b7H0qIkLIlSsH2bNnI2/eXBQqlC/k+1SVW8py3z21smyccGuuBaG3G399NVA5VatX4OvFk+nRuyPlril1lq18cSTuJAUL5ubyy3ORkJDoN81iuRjxGVVmsVgs54mCwNVAkp/j/rbETFms7/dMnnf2ivAm7TqvtEM+8p0EUsKgLsU4Rnf7yLcHE8UbiLz8QCQmwtVnlKuIRKhqmveiVHUyMBmg4s03aoWbKpIjRw7uaNSC6ypcT9ErizJmxGs82+N55syYxYzJ04g9HEtsbCxDR4/gqQ6dORIbi4gw7HWzYUL5CjeSPSqKDi0bU/b6ChQuWoy3R4/k0edeYHif7uSOjuGxO5tRsnQZ+o0aS/unn6PzPa0QEW5t0JjomDORsi2bV+GTTmOo1aAntzWpRJEi+flx059s2Pg7Hds3pk+Pe2nc4kWiorIz/a2unDyZxG23D0REEIHxoztzdekiAckAMwGPPRJP8WIFUnW56ebyREVlp2HdjlSoWI5ixQszfOgUevbuSL8XO9OuTW8ARo/tCUC/FzvTvm1fjh8/QZ/+nQKWUbRoQb5bPROAQS9PosatN3LppTFB6fJIu37EHo5DRBgzvnfQ9gXo27M1TVsN4NSpZMaO6hS0HF9pwcjxrqtgZDz9/CR++fUfShQryIQxnbO0rh57/B7q1+4AQIdHzbLOgfZLX2nB2KZ4sQJ8v9z060c6vU7fnvcFbeMGt/UjZ87sREVlY9qkrlxWMjC7TJ/6GZMnfsjhw3HEHo7j9XG9XG3HFSuUCt02yXtpWbscjyz+hdrtp3BbzTIUKRDNj//bzYZfd9Hxzkp0GfIlVa4vSv2O06hdqQQDn6xP2z4fExt3AhGY0LcFZQJsM6rKmtVbUr+HYpenuk6kyi1lqdekD7VrXs9L/du40i+D6Qu+6jxQGQ+16cWR2HiSk5N5eVCXkGwzePgHvPvBN6jCrt2HeLHP/a7I6TGgW8hjREb29WVLX7KDGW+++nYRAK8OHkGV6lXJd2k+IC7guvLbjhtV5JMvp1Pr9hHc1uB6ihTKy48//cuGzX/TsU1NBo+Zz7ufrjX23BvLi8+3oG/XZjRtM4ZTycmMHXR/UHXu3cc79RhKqdJXuWAbd/pm75dfCMi+3bqOJDo6N00bPk6ZsiUY/2bfoHXxHs+DaTf9uvcmOjqae267g9JlrmbEuFFB6ZMnT04aNbiRGnVfIDn5NP17B1ffvspVsGDeLBsn3Jprhdpu/I0Tgfbv4UOnsGzJGvJflo9xb/RJlXNJZATjXm9O2TKXMWFMSyZPWc9NFYswZfoGJr21jmGDzGZjw0auAPCZZrFcjEhm1uWyWCyWUHE23Wqoqld6pK0GkjHLD/hiq6oeFZH2wDSglKpuF5HOwJtAY+Cwj/MOOtGoiIgCM1W1nZc+3wInVbWh8305cImq1vTKtx1YrqrtncjXo8BgVe3vlW85EK2qlQKUF4dZu/YdXwZQ1fV+bAMY5+vX3y1OL0um2Jtw9mu2gVIxz7KQZbjJiWzeS/D+94lK2plxpouUcKvv2MTiGWfKgMKyygVN3MMtG4dTO9ZtGzPOlAlOXtci40yZIJxsE059KpzsAuFlGzfGGoB82f/JOFMmiNqf7rQl8+QrErKIPer9glNwuDUWh9MYGm62sfgnnMabW29d7YqcjWuf2qCqgb0SZAkLrpIoHXRWvFF48SDbwrJ92chXi8VyvjiJWXvVk6+Bp4F/nFfyM8si4DRQXFUXZSJ/MxHJnbL0gLNmbDVgWADXRFUTRGQDcK+IDFTVZEdeCaAGMC4Ied8CFYEfvCNcLRaLxWKxWCwWi8Visfy3sc5Xi8VyvvgFyC8iTwDrgRPAaKA18K2IjAa2ArmBa4Baqnq7L0Gq+oeIDAfGi0g54BtHXjHMerBvq6pnGOZxYKGIjARyAC9hIk5HEzj9gS+BL0TkDSCPI+8IMCoIec8DK4AFIjIFs6TB5Zi1ZSNVtVd6J1ssFovFYrFYLBaLxWIJX+yGWxaL5XzxNvAeMARYC8xT1SOYiNH5QE/MRltTgduBdN9hV9U+QCfMplQfAJ87Mg4Dv3llfwfjMB0PzAD2Aw1U1dearOmiql8DzYF8znUnAr8CNVV1VxDyfgAqAweBscBCYAxwA8Ypa7FYLBaLxWKxWCwWi+UcIiL3isjPInJaRPwuXSAiTUVkq4j8LiKZCpayka8Wi+W84Lzy/4CP9MPAc87H37nTgek+0mcCMzN3eR2Ccfz6y1DXT3pJH2lfY5ZMSO+Cgcj7Fbg/PXkWi8VisVgsFovFYrFYzhk/AXcBk/xlEJFIzJ4tjYAdwDoRmauqv6Qn2DpfLRaLxWKxWCwWi8VisVgsFstFixMUhYikl60K8Luq/unkfQ/z5q51vlosFsuFyuaNmw5ckbvA3xlkuxw44MLlwklOOOnilpxw0iXc5ISTLuEmJ5x0cUtOOOmSSTkDXJJzXmSEm5xw0iXc5ISTLuEmJ5x0cUtOOOkSbnLCSZdwkxNOumRWTgkXrmPJAv7i5IIH2XZ5VuuRAVEist7j+2RVneyi/KLAvx7fdwBVMzrJOl8tFssFjaqm+9jqv46qFsgoj4isV1W/a9ZklnCSE066uCUnnHQJNznhpEu4yQknXdySE066hJuccNLFLTnhpEu4yQknXcJNTjjp4paccNIl3OSEky7hJiecdHFTjiU8UdWmWa1DqIjIYqCwj0N9VfXzc3Vd63y1WCwWi8VisVgsFovFYrFYLBc0qtowRBE7gWIe36900tIlIsSLWiwWi8VisVgsFovFYrFYLBbLhc46oIyIlBKR7JiNs+dmdJJ1vlosFsuFj1tr3ISTnHDSxS054aRLuMkJJ13CTU446eKWnHDSJdzkhJMubskJJ13CTU446RJucsJJF7fkhJMu4SYnnHQJNznhpIubciyW846I3CkiO4DqwJcissBJv0JE5gOo6imgC7AA+BX4QFV/zlC2qp47zS0Wi8VisVgsFovFYrFYLBaL5SLFRr5aLBaLxWKxWCwWi8VisVgsFss5wDpfLRaLxWKxWMIAEZGs1sFisVgsFovFYrG4i3W+WiwWi8XiMiJi76+WgFG7FlRY4e0MF5EI52Od5C5hbWmxWCwWi+ViwP44tFgsFst/HjecIs75kW44A1T1dDrXEa+/5USkQKjXdGRZx5APxAO35Lkhx0tmpIjcIyIF3Zb9X0JE8ojIJS7LLCcihUQkZyB9XFVVRGqISFHn+2nnk8ZJfqE7ZUXkEhG57Fw8VHJsfM7sdj7qxc2xxWIJF87HQ2T7oPrcca7GpEDvd27PvyyW/zJ2wy2LxWK5CBERyWyUnYhEqOppEbkOuBF4T1WTz62GGeqUaf3TO1dEigMJqnrQBZ2yqWqSiCwBxqnqZxnkT7HrSmCEqn7uJ180EB9MeZ3JbgSgGD9HhjJEJB+QBJzI6no+l3j8EJD0nOUe+dsCh1R1/jnSpzSwAmihqhvPxTXCCV99WESuBj4FvsPsHvsrsAM4AMQDJzNTV14yY4BY4C/gT+Bn4AdgO7ALOAQkAKe827vjGDgInHLy/Qv8CGwAtgK/q2pcIPr8l0ipI2fsfxYYoqrbXZRbGohW1R9dkJkXyAPs8VGPQd8vgtQlAhDgLEd9gHIC0tu5bqbGeTevLSJRQF7gsKomhnptNxCRPKoa7/zvml3OJf709FcXzj1MfJ2TVWTW1iKSDdP3D51DXQTC/40SEbkCOIGpy0jMnDTBRfnZg+2XKfNU7/8DON9nHZzvMdliCRdcjSywWCwWS3jhRNHdAhwD9gLbVDU5kEmPx2TrYeAa4EPgLKeciJQCjqnq3pAVTwePH+4lgdpAHeByYB/GMbIa+FlVT3jmTznfObcF0BYoCxRyfjzuAtYCS4AVqrojEL1UNcn5tx7whq8fIY6D4F6MAzveSa6OcfD4KmNBoA8wEONA8mWPFCfuLUBf4BNgM7DVsUGgDtSvgETgBxH5FeNk2u3oGA8kZXYC7ugfCezLjCP3XPxYEpEHMc7kv4A9GAdqgocDvqeIfKeq32Ug6nmghIi8Dbyjqj+n6ByAk+JpoBDwC/APsBPjLDqOaYsn8WoLwRLMDyWv8+sA61T1mBv6eMjNqarH/dgsB7AfqAY8AERjfpTuAn4DfhaRn5z/9wAHMuH8PA08CZQCygG3A8846UcxDtVfMO39L4xDNcX5nRN4BSgIFAeuALoA2YHjQJyI7AZ+An7HjDsfB2YRg4jkwjwISPB6QJTNY2w530Rgxo/6QAOgh8tynwIKAA95HhSRSFVNFvNGQI5MjsW9MQ7yMUCyM/52wNTd1xiHu+c1XPnxLyKRQH9gDbBRVff46ncejjK/b0b4ulcFoou/6wbowC2lqn9l8kFdyhhTF2gN9MTch8OBcSIyXVW/8bRLODt9/LULf/o66Wc5tQjBIevxEHkssEBVv/STLyeQG+NwT723B3DPaQBMEpEXgIWq6nN+E4De+TDj8v6UcodrPafgjG9dgebAdZiHfAeBP0RkDeZB5NrMzJ38yG4GlAeucKZW+zH3uo3A/zK6tzt95bTzkKw6cLOHo3gbZkzdpKq7nfwRXn0tG1AMaC4ipzDzifUQ/nVjsZwrbOSrxWKxXIA4PzybAYOBK4FLMQ7Y6zCOjDuAZap6IAM5OYFcqnpQRL7BTJ66exxPiR6MAKYBq1T1TbfL40OvesAMjDNkG3AEuMz5nh3jMHwHeNXHE/eOwCCMHbZgJrtRQAmgDCaC51egr6p+n9GPNWeCWQHzozMZ+Bso4P1jwqmTmzEO3ocwjqYIYDzGubEFE22a5HFODeA7VfX7ap6Ho7Yp8DmQzePwfoxDepUjf72q/p2OrAhgBMbJXhYoDOTCOO73YxxMPzmfvzE/dLb70KUo0AnzAysnxsm10zn/fxjH48ZMTP5TIsjSRO6KSA5Mu96hqiczkBHnXP8UJoJyq6PH35hIyCUY58mr6ckSkWRMZGpV4A/gFVX9wFPXjH54Oj+obsA4seMxjr9DmCjMPUBN4HtMXzqIcRCmEHAUnZjX9yOBxAAdMKWBpUBNVf3Xx/EcmKildMcPr3OyYRyq7YGKGEfzU6r6qeOkP+z86M+BaXP5gaKYPnk9Zuwqg2mTEZh2PlJVe2aij6Y8oLgS6AzcA3yLcciXwTiPSjjZV6tqDR8/JAtiHoLUxTygOIFxpNcHSmKcsRtUtXYgjm8PR+PTmHGhj6oudpyxDTEPlzYC72eVE1ZEbsM4Mnuq6p9OXSZDQM4WX3LvBCYAD6rqMud+EuHYoygwB/hAVSekV8eOo2EL0E9V33ba/euOznGYuhqP6e+LVPVosDr7uPbVmHtQMqavncCMj+udvxuAnzSTkWwikgczRpR25M1X1f0ZlP9G4BHMw4XdwFgNMnpeRHZi7q2T0rtXOHlT2u4o4FagvtsPa4JBRPJj7nuFMfebqcCnGZXH4/wrMGP9d5gHmZswdbwvo/tNELqmjE2NMGPJLD3zYO8yTFvYqaq/eZ1XD6iFuUf8hvMAyC39ROQo8DTmQWMa5zVm7vI6Zg41Xp3oVRFphnlItVJVt2QgvzqmnRUG3sXcf39zjkUS4P1ORAZiHrK+pqrHHT3bYuaDy1T1z0zISJm/NMPM5/ZiHnofV9VTvvJmVj8f18qPGftaAB9hHJmnMHPY6zFvmRXH3Gs6awDBACJyAzAc0yePYsakRMxcLDtmTJwHjFbV3endr5yHsBMdXWIxdonE/KbIhpnLzVLVsU5+wQT3NQHGYe6rp5y8RzD3uAOYOcAHeg4jny2WsERV7cd+7Md+7OcC+2AcBD9jHCj1MU7YvzBOjaKYiVf7TMi5A/gSM/mKA97COIhKYpyyKflSItbuOg9ly4FxoH2KiXjNg3HElcdEnT7j6Jzk5Mntdf5fmB8O2TzSsmGctzcCT2B+MCcC1TOhT1GM0/M0ZpJ7EpiLiRJriHHEpuR9AfMa9QdO/pMYp81GjKNhIOYHQy3MxPkt4Bfn3Ag/1095kHoLsAhYAIzFROy971zntGOPfU56rnTKE4mZoBfCTJT3Y34YvI9xDB72KOtOr3MjnL9vO/kWY35YLOGMw3Y75kFAbS/9I4C7MJPyvBnYvCrmx3HBDPJdhnH6xgNvOu1hl4dNUuprAzAJ6JWij5ecMk57qAQ8/XogDgAAIABJREFUiHGsnMY48BoH0HajME7E1k4dHXN0OO3IV+fvekfXdO2QznVqYhwOs4HRmGjN5sBNmL4b7eOcCJy+AtzntJUoP/JbAGMC1KmvU9bFQD+nzA85x0Y5aTl9tW+nPUYDRTA/TJv+n73zDrerqtb+b5z0TkihpEOAkIQmoUvvCAJKU4ogoCiioHS4gCAoVUGlShGkSVOCSBOkFyEQAoRUEtITSO/ljO+Pd8zslZ1dz4nez9w9nmc95+y915pr1jHneEdDgPkBac6WeXealxfHXNw+s+7bxLg+g0CAvnnPtIi/Z6K1tXde2W1j7ryTfqPIWi223uLvi4gvdYnPP4kxmBd9dXZD5kJjLnJrc2/Ec3+6psrMfH44+rVD5rvDEZ/4FNi6WJ9mxugAxFe7x+ddkKD/AOJfK9A6X4aUSk2QNXTvNdCe1vG+ryNg/0/k+MvSzP/jkVfGRSXK2gEBaam+M4Bt4rf9gPULPHMM4m9jgKfjXcfGb79A/KpphW1pAdyAeORzwM6ZOdAkf+wyzx2K+Hy3NMZx1RV7pqHzpcpnDwMeQyDaR8DZQK8Knusbc/JfSCm2IsZyNPAS4t0nIGVql4bWL/Vr/H0Q8aD+8Xl3pDStj7W3e5rzwHVRnxnoPDODXFiUt2IsCvLuUv2MvAM6xFjXAz0L3NMk1pADv0xzC513voi+/qDc2opyNkfK3plx/QJo34A+7IiUDidn+uhqdLaaF/XpXGFZzaLtc6Pf/4n4+xnAvkB/Spyfqqjzkehsskde/9YhnrIZ2renoL2l4n5B3k9vAIdmvlsXnW9PQKD33JjPW5VaZ0j58Hdg00w5/aIvfob20xXo7LlOjOvBUf5SdHZ8IsZ3SVz10a6Dir23dtWutfX6X69A7apdtat21a41fyGN86vABvH5GuDV+L8zCh3wq/hcFChAING7SLBdjgTa8QisehJZE12ALPXmpvf9m9u2fRzkepa57yCkqT82810XBHj1i89FhVLgdSQQNSvznlZIUDoeCT7zkBVWAinr4/8xSEj6XRyuW8fBdToCIIZFH9YjoWEJEvzOjPcUBJjIARB/jnFom/mtAxIQ30IC481R/rkV9PNuMYfOIgd+rYvA/JeivscUmkMIDDgj77sNEUhxInIN7pz3+0ByVjxDgKdiHp+BrCj6As3j3m8iy5hK5svmCIT5Vea7lki4uR4JCEOjvyfG7/kA0bEx7xMQ1waBiTNQvNC7Yl5WLEggIOA15M7XFQlLKb6oR198CNyH3LP3yO/nvPKSEJ+Aq2lR5ufkQKAZSED/aX47ESj8cwRKDUbAQ78Y81Z5996CrNyhAmAnypgNnBWf2yMgLAFrP0RCbsm1lldm00r7mxxAMBS4nAJrCYFbLwPbFunXF9EaStbEK98f8/ppYFCl9S/w/llIIE9lTgR+H///CvGj9aosM/GG7sDARtRtWMyn+pgX1yGr0q/SSJ6P1ueXSOnVEikLliFethrYWGRszkFu/00QePHHWDsj0Np/CAEYUxBP7IKArvMbU/cC9dkBgRC/R4q3/YGT4131CJy6Km9OpvHeBAGEr8a6OxLxpO6I3zyBrKKz7+uI1vNvEfDRO55J6+oiBMRVBL7GM63I7fvzERjbKfN7IeXUiWh/O50qQb8G9nM1fLZNjMuvYj6MQMDcpqXWDeJZ6yOl5u+iL0YiPjCG3N5eD9xTbb3y24KAuJMy8+I1tG9/Eyln/4QUPVui88/lCATdA+1PFwG3x/x7owH16Bxrbj4CdJeg88K3kUK0Vebe09EetUV8Xi/q9NuYt2NRHPtK370T2u+XI0DwdMooVtM4xd+9kcKgd3zeDp2lLkEK3XH5a6dEmU2B76P96iMEwn9CTkk6Axk2/JxQNjRwDl8bZSceVgz83DHm24mVzrFo+8Flyt0YnbXupgiYjPjQXGCjMu/bG+1fP0A8+I/x+R7ETzqg/euBuPdStA6Pi/srVlbWrtr1337VYr7WqEY1qtHaSf2RsDknPm+PhFHQobo3AmYg4tAVInd/GHjYzLZF4MhFyNJzILAREmqaIgDqeo/YT/9m6oHa1RH4PFxMnZx7Oq4YWf9AAPFxwP3hwt4JAZr7o5hXy2Glq1RdXLjce+8ELvMyrr6ueJ0vRzmt0WHyeSSQdIv69kHC3PvI1WphvPMCBDi9Hs93QO5d/dAYjUaCe2pTofcnd7GvI8B5UXIjc/c5KJbl4whUOjrcuo8ws7u8gNu45WJMHoUEsTtdyRpSwoYXzWw2EmBn5NUBM+uFxuel+NzU3Ze7+2QkIL2ODuX5NDD+fhx/eyJAsAUa1wXAjHCL7YME4bLu/u4+3Mx+DVwT/XCWy/10hJmNRXGQt4qy2hUpZsd4X324Gy4ArjTFf/0ZEtZ2Ba4zs3tjTqxGGTfd41BYhkPdfXj8diyaL4cgAfafSPjfDo1tOzSnZhSpY1rHpyCLwQvdfUisjy4IvB6IhJ8Ul7EJEnhBAtK+aE2viOtJNAdHAiPNbDQC0fdFQhvkxRzMa28am60R30nxUPuh+TQ5PtcjYHFZxvXTos77xT2fRz0muPtCz3MDLUWZe5ejudMMxQVtioTfJUgQ3TxT9+RWmuZWPbJKK/TeMdHGLnntrohM8QqXALOj7YdEWVfELS8gsHNOkSLK0SVAVzP7ZiE+YkpKttQjTnbeb82QYqc74knd0fxsjvpznpnNRBZcJcfEzNZDSo8PPcKyxPr8AfKuOBpZIZ8G/LGCMU59/CXi7YcgsG0QAq/bIgvpWxCgOxHxkXq0D/SMejUpxl8rIcsltLkEAU8Xu/uszC13mmJobhDthFws7hT/dt/4/2R3H2lmA8mFewEpfxKfSvUdhPjjje4+O0IgLAcmxfqZD2zs7ssrdZMO3vWwmT2LPAFOB442s+uAP3heyIZYQ9egfv8tcFKEVxmLQLxxwJSGnA1iL9kdKSM/B4a4+7Jy7TAl0gTxmG6Ib05Ge8vuCKwfj3jaams1PidX+iOQ6/+30TrsgObaAcga/mOkIIPcWFZMsd5T/NThMVZbIEByT3d/xcyaIyvTOnSWm4RCS3xB7IOZtneMOlZLS9BZ4wvEc7shC8ZjiDOeKb71bLQvLwImRoiAk+PzT1whFPqj+VzSPT9zTnkTONjM9kLr9XpgLzO7GoVKKsZL0563JVorU+Ocdyo6310e79kXeX0UXeu2avziIxG4ehfq8xboDHAx2jveRDHgNwC+18AQBFNR/+6AwHKPuqcQUxbnsI/i3o3j+5JzLMZ/HlLokuqVOeNalD0mQjWkeVWIekZZndB6LlTOMqQwuh/x71uRIgjUT+7uc4I33enu/zCzkUjhOi7OQ0VlkBrVaG2jGvhaoxrVqEZrJ01EFo8JOOyHLCdAgE4v5IoFpcGT5D44BIF3+Qf9Tgggwd3fXlOVL0PvIW38T8zslBICenLdTKBhnbt/amZPAZea2RcIIEwJUhLghJm1QQLG9PhcUjjPHL7vQhaZKxCYk35vhawmV8aBjfvfyZYTYOmwuComU4y6hcjy7sXM903i3yFIcABZWxxBkQRe5ACN9cnMjRAACZDhMwQGbgb8I0+ATZZYh6BYhwngbkru0L6iwLh1QAL2te7+egDR3ZF1z2bxtycCyAYgKwqizJJAl7v/y8xOQkLyY2Z2rLuPQEDkWDNrHYDevLg/f00MQpbjy6ItKXHONDO7HIHvZyALqR+b2Ynu/q8SVdoS9f/kKK8OWd1+ZmbvIZBrBgIJOiNBuLO7FwNeISeQ9Ubx81KCoRUBfExBQtLKmMzZMXDFN94Vjc8iZGn3JQJ8jiaARdTfr5ADUisBGbsi4HA9NMY7xd+5MUc3QZYyAHUxV05G82gqAtEWRRsnBwjwibufX8G7s/QnZHH0Ajlwb3mA7t9FVjqfRH949i+yKnvIzK5CgubnGSDqDKQMGhLPVBsHtSUCzE8ws0VIyfWcu0+NvuiJxnFxpYJ+PNcc8YUt0fwtBDqk+KhPIXfVVSjm/BWZ+9dHPD9dmyEAuxKA7zA0/6aGAmcssqSdguZHC+SVMKlc+6Ju6V2PRdm/QMquv6D5+lF87k3O/ThZK25CKLbWAKV9dmvkojsnQGuPaq5A3g03II+HQjxmS9QfU+PzvmiOLwne25NcMr4EVvSO+1NZuyFQcU6AOb0QAAsVAoMZZdls4HwzuwVZqv0A6G9mtyMQNJXVBIG0PZHStz/aX1qg/Xch2gv3o0KKOXkMCpfUCvHARcBmAfR/C/ibu08tUsR9iMc0RTx2PBrzViie+5dIuVW2H1D4j9vjfSuiPVOAj4J3bR9lFlWQVkDrIfBw5wCmfoKA2FfiHYtRSJi5ZjY13tcG+MKULHQF4g/1AfrPKvya4hS8LCnbZyBg8XE0rn3ibw8ExH2AxjlZnB6MYlLXmxTQG5I7X2QVfPnvrE9gnisR7IumpIffQO7xTwN/NLPrioD3ic/ORutqBzTvdiGUHKFYWqmspbixQTpHfBudL/MVDX8xszkoqdx96JzzYzN71N2fK1JmKboPJbG90swucPe3Yt/I3zs2Qft/2fN60AIUBuvnZjYUgdApwWj+/HQUgmh+fiFBw1A7zzezk9x9bpFyUlgrD77zODoz7e/ut8U9nZHnCWjPaBPlF+KFNarRWks18LVGNapRjdZOuh0BLeeZ2SPo4JMsX1MswZR1tJTVoJM77CVLw/boML3I3b9kDWVnr5TcfVwIhL9BwspjCMQcj4SOOSE4no4EvsvTo/H3agQs3oQAj3+FwDONXEyqw5FA8asK65SAmmVmtoGZbYWEtPHIUm8REh5XoQDdjkJWsVOQBd34AGGroS+RleKFZjYEJf6ZFVYFnZGFTko40QmYH2BJIaufdLB+HvXRkeSsXxPtiEDQEZm2JID6O8iqc3n060vuPrMESJ5oEjrAN4l6zEGAzMfZm8Iq6Gly87kSIKou5s0eCLR9zWRduCnwmJdPEtOBnPCzirAQgsvfzOwlFHriZiR8FrKATP9PRgqQnYBnktBlSnS1MQJiPnElupsdQHFJytTpfiSE3p39PqNIsWIgQfo+QNgRIcinBFvrI7CnE7JcHJ3fFwXKS+19J979LQS2bQcMCzBxYPTDC7EeQFZlP0PzqCVawykx3Y4IGFgadavGyvQeZNl0t5n9EoGl0xCwsBuyJltUBER8MupxJrIwH2nK4LwNEiavdPdpFdZjJcW7pgaodR9yIX4DWV6BgJmvIhdkqNy67ghgbzP7ACkr/hLA6TzE41ZEG1sjcP3xqE9+orFkiZxAuakI8Hstc0/yGCi3Ft9Dlm1dyFnRfo9cnMVNgUeDb3wO3O/un5ZrqMuy6iI0LrPQGrgkPreO+vYBPgjAJwGy76Yiyr2jzPs9QLKxwJHu/jtWB1EcKUTz98ssT/gKmttz4/+X47euiN/elFffkQj03xntHdsghdfSAF63JjdvKrIui32hFzmvjV1RP3ZFfbgPWgeJvyxBSseVZEqAtimytN+R2PsqUGKm3/dH4/cOAmCPiGs64kOHoX67u1AZiEfNRPPgEQT+LvZIepad48V4R2a/ak8oVKPsFMd2KQLvf8SqSS4bQp8j/nIJip/bK9oNmr/bk1PmfoSAq28Dv/Q8a/UArldUsBZXowzf+y0Kf5Bv5ZysamchJcoVyMpxOHI1B82ZLZECBIqsreAZng/muftnwPUmD5fTUdijrYB98vly5v9HEQ/7I5q3j2Xevzmat3+Iz8X2ivR9d2T9m/aX5vGqZegssh6aX79FCrs+cV9V1q/uPt3MzkHn0TfM7FN0xhiFzo1TUV9eiLxPXo7nyimal5rZzYh//AV4JM4moxBfSW0diPbY56L+q61NVzKum6Ktr5nZn9H+PRHtIymPwPFoTd5kShi4E5onh5vZjWifXYQ8l9ZFVsOvN+CcW6Ma/feT/38Q+6B21a7aVbtq15q9kDBwKTpEDkeHrTuRxdoc4LAqy2uBXOQfQ+DV1ci9eX90MO5NFfEa11Ab90XWWrPRwW48ivv3drS7HgkzHeL+bMzKdcnFmUxuqAsQADgXWR1+lzKJfPLq0woJCpPi/WORFd3LyOLuciQgpBhv6yEwaDE6yC6KeqSYsY8RMTIrfH+/GN/ZmXc+jgS76Sh2nCGA54l4plQM0RbISnYZEuB/FX1yERJsX2PV+LKpXdciIGAqucQVw5FF2C+RS2CnAu/rjICndtkykbDbhFxstM2j3APLtSGv/LrM/1cgAaKeiFtbwfxvUWHZ7cqtBSQgvh1z9kdIuL4m+i3FfH0k7h2ABKlS8YlT368b/f8hEs77sAaSg6yh9frzmEsPxhq5Dyk53kKWqAORUUAdArD/Fs/9EgHUqZxbkWKgd/66LvP+7Po/AvGxd6KvXgROr6CMtsgi62EkzH6CwJ2jiXjEVfZJGrcN4+96CATuk7nnRASynRCfy/Kk6MPjWTX29GJksf48irn8PcS/f0W4lpYob0tkOf93JKzfhJRTqyVIq6LtrWN+7oZiXV6G9qjnyVmofit/fVVR/saIp76BhP1l5JIW3Y9AhHXX8Bw/POr9V6RUG4CAms0R0PtJiWc3R/vO7YjvfQF8LX67IsZy8wJzeXC08yzEP36NgNK7ENi9YyV9iHjsTWhP/CjqsjD66SrEmw8il1DsbFbly0lB0+BzALl4p3ejvadTfP4d8Hz83yX69/JC7Yq+G4D22xFoH7odKWIrSrqUKaslWuvjyIs/HO/5AVJCr4m5syECXJ8m1np8fxjaPy+IzykB3wKkYL8q5l3vNTmX41390bmiU973XZCC73K0bntmfrsk5sy2+XO1yDt6I6D+q0gx82i06xNyZ4jH4t7V5hbaMzZClpbnoPPFupnfr0Xnog0rbPNFyFr8kAK/7RP9vgMCwL8E9qmknSXe1wl5TjxBLilpMgSYh0K+VB1bFoXK+BPi/yvQuX8E2vOSTPAXcvtoqbPgAWiPXEEufMt76JyZzlG/ROePbaLeUwjL/3jO0V47HZ2NBzam32pX7fpvvdKhr0Y1qlGNarSWkcl1/jgEug1Ah6ZXgIfc/elqNPVmdicSvj5AQkcvdAB3dJhajA6hY4sWsgYpWWGFNd9myLpmUNRrCRJUnwPe8TxtfqF2m9mmSNDoioCh531VS89SdalzWVMdiITGV+Ld3ZBQ0BMdsDdEMV8PQP12AhKcbkagRnLX2xgJI4OAz9z9kHIWQ5m69EGgy97oILwYWWv8yd1fMLM9UXzSB939r/l9YbmYpNm4mz9A1q8bIyuXJUg4+pErjmt+HTojUGVDJFj1RuPSPeq0EbCLu79ZrbVIlL8xAoLO9AZaTpjCQJyAQKXfegXWdRWWW2huFbTMNLOUyGV7BLg2QUJKUgb8wd3PM7NTkKLhfJdVUKH3pjl4LLn4gxCADxJ2xiKhbpS7jyvTjs1R/zSL5z5GYON0ryLWaoFyf4bA5l7IsugLBAh+390/ycy/V5BlzAVm9jxazxe6LGW3QUD1/7j7W0VeVejdq41DWOi1cPeJDWxP03h+QQOfb+aylv8rGu/BBe7pjqzvxrisDCsuG4Gw+6KEU5cgq8qByJV1A6QwAoWpODfv+cQD9kNCfLJwW4TWdksE3N5U6ZzIs3Yrdk+nqFtf4BV3n1lBuZ0RAN4X8dF3kWLrKBSKoHmU+WrUfR3gaM+EaFlTZIrn/D8InJkb9emJ5vlJLlfygnzPzH6CQhPMRZZjT6J9O8UXvasAf2mLrBAPQfNkMuIf7ZAV7gsV1rs/isf9NFLYvYuUIgthZfiJdO9vgf3cfbP4fDQC4zdA54LL3P0JU+zV+ZWMYZST1v+rSLl3hSs++tvAy+5+rikczasoGd1tpfbGsNg/NK5WyO35UXf/uNK9x8x2REDwkuibdxEf3RKNyV/c/fgqLfArJjPbH4F9D6A59F00hzdCZ5/eqM8t6jgZhe4oGau+xPvqEMh+GTq3zEZnvAloXkxE7T6q0L5pZj9Ce9j9xc5QZvZt4EBktd0n2tKCnIJoDOrjISh2/2R3n19kf+2N9rwT8vfHOL+cBYx29ycrbH+HeGc/BDj+Eym/+qBzx1hkDb4XUrxt7AVi51fwnnwPg6bk4mp3RsDuh8CsaudVtuxYAzui+doXnXEXI6XCa1485EAqa+X6MrOuqO1fQXOvNdoT/oy8CpbEfeuRizN/WLy/G9ozmgIvuPu+lZ5ra1SjtYlq4GuNalSjGv0fIYtkQu4+r5pDTxxGJyLh/S6Xi2cSZjdDlq/bA8d7gYQta5Kyh2/LJTkpdF9JQSgO5QkIaJTAlAGCb0QH3MM9E9s17umG+mo5EnAduAMJyMfkHcKbIEFxHSJeZzlBsYhQ0g7o6O6fZ+8JYX1pFeByc3IuqMuRIDO99FOrldEKHcZ7ISHm4XwgKcaEcgJxCIcdXSEvGkWhoFhYLQC8Bt6bFY76I+vP15Gw9ywS+H7s7n8yJSH5DQKLhpcoM43vAASu7YSEnv5IiE70C3e/pIDwl4CPw8iF5piN5ug6CBiegCxprnL3x6iATK6qByLQI7lyboIs/Za4+7MFnvkbAluuMbMXkBLi1PhtY2Q1fEilAH5e3+xIWOojwHO0KU7h4jI8YwBSQK1LuDS7+8fF7q+GzKwe2Mvd/2m5BIIegHpHZNF1TT5fqbDsdZAQnMJ0tEJC87rIkncJMNbd5xZ5/mOkkDoWtbsr4mXHori8X3P3v1dbr0z5PQjLrGpA7IzCoT+ar7sjq7EByFLuSDPbHoVBaY76oB7Nnb+4+zsNUf5UUK9mUYcEeNQjIPEVL6Csimey+9pABLAlxd0s4FZ3f6TEO1uhEAODEGg0DrjHS8eIzi+jLdrTRxcBhlM4mBVm9kPg5+7exczOQgD3p6j/D0O86pH4bRbwQKX7TbzrLsTDdo8xnomUfQ9E/7yMPB9WG8Poi3UQwDQ72rQf8gTYJ267yN1/Wem+alLOXoDCO7RDwDrIgvqCOBM1ai7FOtgPgajjkPKpYOLGuH+daGcXBMZ2R33Wwd1PqrY+mfU0CHndzEJK4Z5I8boh4hutEYjWnwg7VG27TTG7iednIAXhS2j+rEhnlgrr+w2kwN7ai8cAropMobV+ikD77uSUzq8g5fVUpGAZ4O7fbMR7OpELc/Dlmj4/RzuW5J+1GlBOU2SVXrZ+ZtY5C0bHea0pAtdTHP+5LmXrv0VhUaMa/f9MtZivNapRjWq0lpGZnYsOx8MRWDIFJZVaGb+rEuA1c3jvhw6HD4eQ0SQEqfFxNSTZQIMoBKENUdzGQSbLGkPt/AC5u41yxb1KCTMKlkMmzlgAfwn8K2Sl2AbYE7k/55eZyjHkNrYoBNWmwDJXEoxJCMDICnSfkQOBVh6OY2zmk0uUUla4ifI2R4LSdCRAz0PuX6uU4UUsHczsURSH8+dmtkPUaZjnEmzlW5UUPTiHhcS2CKz5KECVz+N6tVgbSrUxc189mbiJjRF688GejED3FTQ2TzSk7Ew5A5Aw/EZ+G0Kp0RwJcnVImHsPCfbrEImfkOVbD7TWSrUlje/HyFI1xbwjwMUBaN2kJG/FYkD+CAn/P4y/HRCA0RsBWLsRcXlLKXEy8+MApLh52syWuWgUEcPQFANuiWfiMQJ/QwAfyPrvSjP7R/TP+VH3odl2l+sbMzsUKTxaISVCB2TZNxp5B3xMJMwq0JbDgd/Hc9PQ3B4GfGxmF8b/T1fCV6O8lsg6PVmeLiMSLRXgL5uj8CMXVlJ23nvqArB9N/P1UuSCWjb7fIDkfZCCKAF5KXnbP+P3HyKQppp6NUEg3VkIzJkFfGZmY8i53Y73iCtcrJj4ez6an1cjkPMScvxhPaQYPNfdXwoQoa7c/tAYclkcfmBmH5UqP+b9Unefn53D7v6RmV2MFCaLPM+qLrN/dEauxeNdHidvxlUVWVhfo7iO04ALYnzq8+qVndvPooRTHVECopvc/YIorx5ZLoKAyoMQSFkN3Y7CRfzSzJ5AFr3JyvI8tBd9EPXKX//XINC7K1IaGtp75yGwbzN0noESyaCy5O4jzew0BBxtHM+95RETu0g9KqI4exyMQj60QQqRlghM/zDe+5zneRXFup6NeHQqq2k825D6pPV0QJT7jew7TUrYjckB2f3RWStZRaZkmnXA8mLvD5B/KApD84kX8V4pB8xlfvsIKSv7o0R+dZnbUozzqta5K7HZNShETk/En0d7eEjEefC5+L1qijqeh8Dd3miuLjWzyUhJ9gzwrBfxdKmg7KOQtXQnFEt+Flozw4CPvULluckz5CC0B22oqcoMtBaHoqRw89L5OcbkNlOir8eQMqAp2tsmIzlkpZdJDXit0f9FqoGvNapRjWq09tGpSOhpjVwGxwITA+ybgEDZD72MVUzm8DwDATY7Ao9nhbA4dNWRJ6j9u8jMtkYx7XZEAvZ0BH5ujbIjzwIGm9m17j6jUs161L2QtU8WQHoYATbLCzwLcB1K+NDP3YeyKrjbFMXGW5K5/x9IUDzYzP6OBO2GAH3tEWD2PSKTNrDMzKaRi0v5truXy+w9BgkyoDhpXwVWmNl0BEy9hyw0h7j7hAAQ862O6lD8xp8iy7r1gCFmtlP8PxBlXW+Qm3Zeu9PYHG1mO6MwBI09zCcB9CxgE3dfLft7leVciASQ7Vf50exIJMB+BQGrs9Ccno4EnUXA5ABBNkEgzcIKLLX+gICwwZ6xNHMlFPtXXOm7/OQa6fNmwDnu/o+8sg1Zr7QnMlmXAF7T+bIerc3PAyxI5TSNPlqG+rqTmZ2B+Eg9smRK9BiyWLsr3r8QhRwolyQtW59uwPXIcukktE6mABNizu6DLCdPKfBsBwTs/QNZ+C1G6yolQVsHhfqoBoDsGvU4EAGh9cA1ZpaSrSRlx2wEmE+LulRlKRRrtBmKCfk1xKs/Qfx8aD6wlyjznr4ItEpge+L3hvjl08iytKK6ZcBjiZakAAAgAElEQVT6I1Dc2elRl34IiMhaaN8OnFZizqd37Y/cgY9A7tDrIKDgTtR/3YBeJkvBOQmIWdPAa8z5M9FcaI723HPc/YMij9yDeP+/0J78PgJeRgGT3H1CkedSwrWj0V5/MTA23m+uMBbro3U6qtye4jn39J1QnOlVFJPRtmZIOfR4tOczdx9jsspPMZoJPr8IecqAAJduUadqlGTvoZiy56EkfXUoeWh/ZJF/lBe3pG2LwNU3EDA5C/GNRUj5N5xcKIWScyBA7nbxzu7x9QtrAjTKrJdB6BzwIYqhOoiISR5zdi80ltfEc1si3rELUm4OQcqqt6M9Jd3IS1Aam67IOnxiVomMANXhoVj9BgpL846ZTXUl4kt9Uk4BtT1SBA6NPa2gEqQCXpL67ysozuh3zWxYuXNtifLyEwsuRDx+RIH7FpBJONgAug6N4TMofvFsNMZ9kWLvSuBkMzvT3V+vog0bIOXTtxHguQSFdmiOgP3FSGl2g7u/UWpNmhKbXo3m2bx4dilSGLZA+9bgKGtq7A2gtXU+AtcdhVCZiXj9JDP7HBjn7jdW2q4a1Whtohr4WqMa1ahGax+di2KPPo6Elh7ksj5PiO/eNLPL3P2TYoVkBOW+SKA92cxmIJDuywyQ+J+M2fQrdJDc191fCwuy9ZBL3OYovuEPUZbVr3sJN+0KKR0ot0JWRQXdAKMebyFw9laTFelbwKfu/mUIF8sz93dCbuYgi40ngLfMbDSy0pmFYuUVdfPKjM8BCHx9Ja4OyFojuQvuH3V/xkqHm7iEHKDxP/FsDxR/ti8SFs4lFyFgM5cFY7Yup6KD9/vIyvBCYFoI3xsjd9qZ5KwvG0NpbA5F1mxr0opiYwS2NZZ6owRCWWvY05BwPR5lYL4AgRXnIsHmIBTjbqrJFfVYctblRTPdm9xtd4z73zazP8W7E1DeHIEzRV0Q455/kAMaVlKs9cVxlaM9gR+a2RcI2BxmZlsh0GYuEubTO/dELtkpm3hWaVHn7pPM7FS0tluiOM4fUgFlBPRdkIX5z8JS56tojSXrz+Go37NCeHp2W6RIuMJlATco6j8xFsJEFDJgeRUA00Q0B+5HsRVbI9B7p6jnYrROmiG34ltTkyppdx7dgBQznyNh/GuIn2Nms5Fw/NUiFkmTEZjzHRTTbyW/D1B6FxQPEUIJV6Yuqf7HIIDnDM+4GJssygag+ZOyuxe0Towxahn1+RIpvpJl9BLkIt4R7Q+XIh45JXjsFOAWz8vm3lCKtfcbcsnYliBeaPH74yjUwb2Zx+5GlmgbI0vNQ9C4ODA9gPihyGp5FPBuAKVZvvcqctfGczHQQVZvZyGe/kqJeu+JQsG8h/aLd4vc2h6BvPnxY3ugvm8bn7dD82x2gMGbo3kMJXhXXp0SgPw7tBd+HSlwBiJ+9udSwJG7n1TuHZVS8KzbULsMzZtDkEJxEDCiEXMojdWBaL2f7u4TzWxXBFTNRnxhHuEFYGYHISVUe6RIa4321HOAn5vZ1d7AWK+ZNX8LikXe02V5ntZ7kwDhz0WKWUNeEC/GmhpHLlbr8BL12AnNmdT+hp4f09ifgfjzt4FDzOwdxJNGIb4+3iuI6R78pBtwtimUwbIo40O0Pj5C+/JKJWIVyoSVZLImPQV5M9yZ+b4O7f9d0T7+Y+B5MxtU6pyeRyeisbkIhR2ZH2V3RGtxd9RPT5nZD9z94RLt+DniRye4+1+jnHURn9gSeW6cBnzDzL6J9nhDfO3ryDq2S1zL0fpPZ/TRwI0N7cMa1ei/mWrga41qVKMarUUUoMJPUHKeWzPfN0GWE99CGaWPQwewrb1IrD9yh9urEfgIssJ4CxhpZmORddaXyAWv0daMFdBuKNbbawABTqbwB28Cd5kSMLwI/MDMzi5hIVMN7YDctYqBC+uiA3ozBKZejg6cy0yWoxNQDLfL4/5lSGjohCw39kCH4mRR8AUCwX5Qok5JeDkIWb98JwusZSx2+iKgCQpY9ybKPuvuL6O4esmytiMSCjZAAvdGyKI6n05FQOGP3X2JmV2GDtpEHfpEnaq24itBW6GEQGuCUn02R26gjS2nP3LnzQq3FwP3uvvPAExJqB5AazNZDI81s18iC6NpCECD0uO3yMy2Q2DnaWgOHgs8YGb3ewlL0YwQ1By5837LlOTmA6QEqFZAqkMAQT8krHUkLHzMbCqaOyOirf3i++8C95hiOs5393Gpz9x9Gg0b47RGNkVAYlKe7Ijm5fyoa1/CmpfVQaK+aP2mZ3chF/uWaN+iIs8WpGjXUGBoCOMLXfF910cgU7o6Iau2R+PRahOvdEG8/hKUlKZNlNmNnHKmH2FZW4CGIcvjs02Jvx6Pe9siZcyWCPiBEnMzQ6lvOqKQHp8HSJdclRcgxcxK5UwZ68RWaI6e6u4HmhIO/gwBk4asJ48HBiOQccNobwdiXTaGMjxsR+Q6/n13v9eUpOlo4HNTwpsJSEm2Enx1JaR6CgFoHcl5CvRC87VfPPMd5MnSh4iJGUVsBjyZ3Xcz63QY4tMJ/C0UE9wQGHMhkgfrgV+b2UmoT4ci8GomCsuRrOezvOx9tGedjPp6B6RwXBpjsQO5MDMlFQeWi+F+rZmNdPfbEZD9cOaeFCKhpFt9rCMnF9N4apl5tEq/BBDXG52VmqNzzwaIB30RSoIr0Tnj6krKLUH90Hgl9/uvEmcNM1uG1mkKh3I9AshPRlaILdF8ORXx++FovTaGfo32rRtCgfchAjAXIU+YK4CnEF/cGlmd7onW8Dx0BtqV3L6fT9sj75kFsPo4VgrIZe65HPGx3shLpDtaN4ejtdLMzPp5ZfGy70Zr+RmUNKw3UhT9BK2ROjPr6e4TGwEaDkT7TgI0m7n7slhTCwivBzN7DCnoz6D0OTBLX0OhsX6XV/YsZAn+hpndhubxeWb2jhcPbbAP8G13fyqNiStx3kzEH+41s8tRX52JFGnzTdbwHyIevAKdbU9C59z30XgNjXckD4oa1ej/DNXA1xrVqEY1WrtoP3T4/RNACH71YUlyGxK6n0SH58FIU14QZMoIWDsgQW9LJBgMQgfSdpnb+6CD47+NTLFe56A2pO+ybrBRbR9nitd1PgKzGkPpYDgQAQ+Fb3KfbIoL2QUJaT3JJUzpgYSZeVHnJq6YYreisWqOBPBOce9mSABIMTCLxSbMgjyfkrNQSW5zKeZrsiCrKMZWvvAT4PxcMjFH4x0rMvek/3sCvyQ3HpuRAw6TMJMs3Rp16M68szcR/6+xFEJ3WwTOVGptUnE5pizAnZDLcbIebI9c1l9Alt17ofX0TWTV9nsPS89y4xcC8mBTfNRdUXKQ24BLTLET7/LCbtBJCPoOufH6M1IADDWzEciyaSbwhZdJvOHuz5rZ80gofgNZ+LaKdm2IhORDERg4mLDwCsDh98AOJvfEiQhQ+AgBFMO9ukRrqb/GIOXBTkjo3THKqje5am4V32fbkJ6diNb1zggI2hrFQl4WllJbkwvnUJFlqsl9+jMUE/r2zDunInfRghnqKxX4M2t4IFq7D3gu2dOozH3NgbZexEot+ucS1K7T0JxcHp9nIAurv8a9lYDOqf6/R3vPjVneFvw8xWUtmSQm2jjLzB5EcQYvRzxwsruPNyWO2wtZuJ4flmVtEVjVzUskM6qC0njviubJ4Pi8S3yejfanOiIkjGW8D6Lf58Q1LtMHrdHa6IAyn2/g7uPjGQ9l6lQEgGXjbab4lp0RCPVpeia/4lHO7Sg29OHI2+GdeO5UNOebIKvMJigkwaLs/uDuH5rZIyg8xHykHH3IzLZBlsDLyIGn5XhXUpIejUJwNIn3GkrCtBxwM/s+8DfPWGonMllmHomsfreJfr/D3b9v8jZp6Yq/XoqSAmU/dMb5hrt/bAoVMwUpHwyF4tk63lu1IjGzXsYha9qWaL8eiEBA0FmnL3CHyXOkF3BsKKMSTUFeMxsgkKvB4KsppEBPNG+/hsbzS2CWmU1EPOsTd78l77k+SGG5NeKlxUJmgMDmf5pi1M9CQOTCjKKtqnOB5yVsDKVzL9Rv/dBaLwu8mtlGiMd/C52P25BTjHQl4v0WmncNoCVozd2ReG/mLNsEzfelmX18Fb5RguqJmL+wSkiRZIBR5+4zzex8JAf0REBvfviojmgudo1yUjLA7HnbXKFHLkNnPsysL+JZMxEg3xXt9e3jOgSY6e4PVdieGtVoraMa+FqjGtWoRmsXdUKWKE1hVWtG5MK3AcpOfZnJVWzDcgWGUDQsrpWJM0wuSFsA2yXB8N9Ms5BV5cVhlTc+BLL8+HSGDrctvYgrcKXCUuae9cjFQ12Norzl5JLRDMn81hoJUameSchYEd8tRgDJVJTA5wUU7zAJuKWShoHi4t2BAN4P0/1Z4bUckJGpa7L66YSEqT4IbJmIXCFnArMLgTVhDTQe2MXdHwtgpz3waYADvRD4MTyv/g2msHBqQc71uTFlpXmyJQKKSwmQVZWT+a4bsmreCK2nLZDV5NT4/mEkfG+KAJTxlQr1Md6GAM9u8e7LkbXJj5Hb9VSUDGiV+Z/5f3DUYwPkbr8FsqzuEOU1jXLuKmehFGWOMrNjPBM/NoTj3kjwW46Axnbkwhn8CVnXd0PKiH0Q6NccJbNzYJBXkNk6U7/B0QeXmJI6bQ48HGDNZXHP0+mxTF3N3Z82uYDfGHN6N3IAxzlIwHwiPlei3OiI+MMWyML5ZjRGIxDvmI2sDJchcLbqdZJ5ZiYChnugedgk2udBS8m5hefXswlyH33K3c8JgX07tI5bAi+7+7hq62ayxj0a6G9mVyPL3jHA9OArFblNZ9r4J7SPnY34i5nCXdQhb4RhAXaPcimS0l62JijVoS0CUFPysJ0QSLUi5swAcgqiVaxRTRbF/ZCl4NRQbCyIazoZsDzvvU8ji+Q/uvv76YeYXych3lHMolmFCJCfHHvUSATIJOvormjedEY84cUixVyLlIinRT+chXjEByjMR0qMVXRtBFjbOtq6AfKkSftjltZHHjzF6nIiApFHIPDwWgSegcLvfNfMfuqVhS3ZOuqT9oHdkVXvkhjTHuSsVRsSDiTRHUhJfKOZXRvlpnBJP0Mg2Otof59Nbv40i3tSv6Z41g32KnH36SbviW5oH+mPwLNeUa+dEeh8h8kyeKG7T3dZT35GjoeWogTuH4SA55HACJMn1SSk1JlNkbBLZrYL0MrdXzCF+2iJ9tBl7r7CpXT+iBLntbzy0j62EeJDQ+NzSno6nYj7GjyxwRTvesnM3gAu01GVp4EpMV4r53yAwVuTU95WMsf+CNxiZh+gMCcrFZV566kOnWlXKnTyylmAlGo/NyXP+tTdF8R9+WvSgXYuq9dfIW+dFJLiQzSe0xGfn4s8cRqzXmpUo/9qqoGvNapRjWq0dtFzKAbYL8zsOiTM14dQuxc6zF0f965PGdDKMm5++eRyQVrpnv7vprC6+R1y3XwZeNTMXiOXmCZl8d4RCS1/i0dXcwWuRjAxs34IEFjNzT4j5BxjchH8HFmKzEEH2EUud+9R2fvN7A4EJn2ExmA0SkKwwPPiw5apW+eoVyugrZndj+JnjvLCwmupshIYsAlKoLJ31GMREvDGIEFgkZn9wd3/lX3e3ReYYt1eaXKnbYOElzHovHEaSgqypBxwV2ldkXXTLCJTfCMpzZNBaE6VjeUXQoTlzadUznapnExbk7v9T5BwczCaB3OQ2/EhKCHZPDNbGHNlgLt/XKIOyYLkRWR1NALNwR4IPJ+JwL25FActAHC5gU9A4+UI2O6CwK2NkUVfip9XkctgAl5N7uX1IRznA2CzM/ffkdqVeXfPaEtvoEclwGteHeab2UXI1TwBL5chwK4jcu1cCRIlkDIzrsehOIhXI755qJkdG88eh6x7K+UrKxCP/gyBHMeg8BBt0Xr5HI3hR0hxMSILrlVCGb60AgFjZ5jZpCqVZF9Blthvmdn0mGNvxYWZtTSzDl4kW3mBOmWtcb+B+Mo5KNzKBAQCfobCQ7zn7qVilSZedSgCBq42s5eQtVXvqPsAtN9dh/aGd8zsF+4+tKHgVD5lyngRAUq7oQzomyGXdRBg1Z2ch0l6JvGJ4xBgORxZGH6GQKmxqC8mo7jZK+MQxxy9H82dN0xW5kPQ/NkdWcudF31VtK2Wc/W/GI3BA7E+pyKQrZAnxCpr3pW07admdhNSKLRB6/kjr8BKMJQxx6M1MBfxlQvMbAhaByPJxYruj4C3QoA0iK8+gcIuLTKzX5MDvYcjJU+nQu3KUOqrWWj+rBf12o5Y54hXD2DVxIANInf/zBTq4RrkWdQKxde/DM2jo1xxr9dBCqrvoPWRtWpcD+1bCbStJP5ysfosQH0+kkwSQZNCdlNgSzO7F/Hjrmb2JJprHZGy9XMvnoixd7TvR4iPboPWTAq5tBDN97GI940Bfpc3Tt+P9r2AvJuOBv4JfGLy0JiA9rz56Ny2tNRZI/PbOMRztyHnnZN/b6MsNTPvuhBZi16HgPdhAT5PQ+cOR+1shZI8QmXj+QjiN9cB+5nZYBSmIu2X7dG54CKkHBpXpJ5LQyn4FWQZ/0jw11FoLaT6DERn7RSTfibiacvi95EotvcIYIznvC/gP5srokY1+v+GrBGyT41qVKMa1ej/QzK5iV6ADuKvooNXf+AoJCQegSxz7gf28AJJqRKgY2b/gwLvv4sOpu8gS6qPC1kl/CfIFBPyfHJuyzORZc5MZDXTCwnA57v7hAzgmdp0NEok8LhHZtwCYEsWKD0VxXfr4UUsSE2JyDqhA/9kBKZ+ig6dExEYNsRzVqmvIuGjBRIkFiGB9XMkeExB7ubF3pfAh54oa3gdOgj3QMDZcnJWJX93999X0K+pvY9GOV9DQMvz0aaj0TwCOMzdn8wX7E2hIW5BAPhc1M+3IiuXdsAp7v5KgedSe7oAs1wWy3XonLLaIT0zllcgy8hdGgumZMp8Crn9HdrAcppG/Z+Mcg7P+/0o1CdvIgG2J+rjdsjC9FyXdUwdElIPc/e9ygHWmTn4DgIgBnsk6jBZqa8A5lYKepvCJjT1TIKR+FyRZWJmTLdFcd9AcyJZUc9GoPNMwhLTFF+4J1JEFMzabWatvIEu4yYLvyMRcLIu4htPecSQLvNsLwTuDUKg8IfAY15BMpcCZdXFv02RZWESivuhddwfgYjdgDfdfZdqAMNM33+ALLBBVk7/QmDUh4g/TfNMwqDgg01C+P4+SgrTL6/eTZBgfRywk7ufVqkyJVOvjohPb4EsrAfE5/bI4vJmd/+RlXFNNbMpwGnu/tcM/7oHWUr/Fu1Z7VCfHoEA7q+VAnYbSmb2N6TgfAQBiRcja8Q7oh6nuRSW+c/tDjyElDCtUN+2Qjz8E7QXvAnc5rJMXKnwCf5/bry3A7ICnAz8xjPJfErUOY3Hy8CzCLRJYSXqq+AVrRDIVTWgYjlr8p1RMp6UtKs1mmtLEBC6HM2R9919/0LrwczmIED6ueDlC4Gj3X2wKXv7i2jOFotHmi1rKwTq3eruF5jZNJR86FkzuwAlVzvK3YdVOv/LvG9/4DC0HlqjufOgu7+aGadrkMLon8iafzwC605D4aHOdPdHy62bCuqyC+JBs+Jds6I/v46U945C4nwLeNjdT43674r6qyDobmZHoPNK3ywPNymR+yB+sE383QJY4O49s/1rEc/X3aeZ2XfQuXbDeL4dmi9T0NqZClxTAqzP7vvHIWXQYuAqtI/OBRY3FnQt8t52SPn69WhzR7RHN0H7wkiUhG1I0UIKl5sSeh2DwPLmaBy/QLxlfWRhfLK7v1Nq7saaOQ+dBduj8+1UtG+3I+JOo3k3zhR24N54bycEwi6KK8WLHeHuJ1fTphrVaG2iGvhaoxrVqEZrGQXAcCACy7ZFwv0cdCi6JawoLkJWHUeVAXQOQbGp1kfuZxsiwRAEEi4EfuruBWMUrmnKChUmt7sdUBs3R0L7JCT8DskHbzICzK/R4fQ15OZ9fylAKUCIbdz9tBL3dEFgyZaoX7dEwksncq6JXTLga0sErGyCDqqbokQUg9DhdoG7b1Jhn3RAB/fOaJy6R102RoLsW+5+jBWPHZtf3pfAiSGwLgb2dPc3Tdmdb0YCwb9KPN8HCYO7o8O5IyvPu9z91SLPJODkYSRQ/t5LWOllBKbByFX31GLlkrPQ9Py5HmBT8zxB8FdIuXCfKXHORARSFQq18BvgTncflvkuzbPbgHcKgSAhNF6Axj/Vbyhwtru/GCD2NUjoudndLyo3fgFcHocE4A4IsHmolOBZoIwOCMzZHwlO7wOXuKzbKqZMH+yHYj82Q/PR45qELF8NuQkPzQjAZwLXu/uDMT7Eb+2RILy0ErAjM0f2Rxa713tYaZpiYa8My5In3G+FwOL3kAJjUhkeWdG6qoSivc2QUqYdUiYt9QZaawaI0hOBVpsjcLcX4hX1qP9XWhIHUH4CEtYPQEDG6cAEz7NwjbVq7n7UmuoDUwzdbVDc1iGl2hwA7jAEAL2GAIsViN9eSJ7FXMyfpEQ8zkskoGtg3VsAlyKr3i5Rl3bIZfyY/DWUWSPfQwDMHQEid0b7x7FxjUdjNhUBxx/nldMMAU890Jp92ysMM5Mp46fA3u7+tQK/FbLuT78dhQBDQ4DXKGTRPQ3NoWlehaLEZE2+E0r61AftH5ug/awDUhz8wRWDNV+B1wl5xDzg7lcFSDcZgXifoPn8uLu3okIyxRG+ECmK1kWJ7+YgwO9S4KZq12Re+W0RqPWF5yUGNXkKpNjAnpkvZ6PzS1cESHdA4NbpCKxtTH16oOSPWyGgrCeySn4QeWVcQXhuuOLcD0WxgH9hZgeiMDdnuPtbhXi0md2Azkf7eZGQUJl7mwMd3H1GsftibjZHSpWO6PyzKVLm9EOWxLu7+wfl9gyTZefWUZajdTcKWYB/hPas13wNGB3k1yXOKb3jaoFCpJRVEJR5R2vUnr5oLXVEffU+UhoWDDeTrVOaS8HbdkR8qS+ae4vR+fm1/LN2PLMtOgdujfa0+UipMN7dD2/IflajGq0NVANfa1SjGtVoLaY4gC1Ghx8P4KIOWYx6oUNTgTJS7M7OyAVvEySgD0LCzXHu/ta/qQlrnEwuegeh+Gg7ISHjIXKg7cK8+9sia7CK3Gszz/VCQNa+wOWubOblBICTkfXFuS7L0kICzMbADJcbZrFymiChrCsCcieUe3c81xe5iW2DXHXHoD4aFoLfRcD2XsAqNIDKIVkhMoSjtsiKqmxCNjO7E1lsOLIG/SNyw/8ylZcntFyIAM4XMt81BVoX658EJsS1DRIqf54RNNogEKMHEr7mI4F7OBL+P0DC2JL4budC899klTbLV7Us7O4Zq6AAmzZASbGmIeBmb+SivAi4zN0fpUKK9b4JShZzBAIM/oEAiYLWfhmhfiMElO6O1sIWSBjsi5QI1wG/dvfXq6jPq9GuExEoczmyev0pUgxMR+tjOAIaBiOw+zx3nxNjlcCHYxHfucArsAbKAPpnRLv+GH+HZYDWQtZzF6KQBBMQ75we/49F82EUMLZaQDpT/q0IlBuK1tco5FZdNsxFQyl4eGvEx1MCmZ4ogcyFmfv2RaEGNkZKtsVoPCbH33FR53UQb7vS3W+z/4XkKQEIXICSUX0/vuuCQPPDUf82QfMquer/GK2pddd0XVzhVFoh8Kc/6r8hXjjBXXquJbJIO8Ldn8n7rR1KenczArxeQwrU8wO4WifaVXQfqLDu6yDPjq+hffBxNM6z8wHBuD8pNc5GwOQX5MKcrI+8MKajfj/N3Qfnl1GgzDq0xy4rNpeCL9cXA3OjjOsRMLoVcpl+0N07RV/eDnR1972rAX5M2du/g2KCdkWg8n1egTdJiTJTH14a9Tzf3YcHkO4xvu2R4qVQ3NMeCAjrjfamwdWeTwqU2Ry5j3dBVtv1KLb1bu7+hsnq9ky0tp6NOi5AioXBJo+k54GvuvuYIu94HgGLP2xMXcu0ow4pYlqgZIJTStybVbp1RftlOuMORCBuAhtbIQV6NQkfS9UznUG83LmsAeWuEh7EGqEci3m4xMsnQGyN9pSWyGK4JTKMOBx5qRkKFXEMUmas0XbXqEb/LVSL+VqjGtWoRmshmTLf1hMx1LIHpxA6Khb0QwD7Iq5PkXXJH8zsGRQT7N01WPWiFIDi3ggE/szd34zvU3zKSjNuT0PZhO82swEo/uJOSEP/dzN70DNWl5UA1FGPdJgG9fl4k2VkByJpRxb0QcBAXabuS5HwsyeRdKbI4fQvCPj4u5mdgkDS8Qjk+pJcQqzk5kWJslbWPX7vFmW1RYfnGcA6mWeXIMGkEHD1FAIzJ6TDfjw3L+7fEsUZKyoEuPvJZvYTFD/xGGQB9ZaZ3ezur+a3wd2vKlDMHigh1LvIfTXFrxsDTIy+SeOwN7I2vTT1QQKJTZZUIBDnRWQ9+S0UH7QFAqbqUQK4d4DXPZNYyt1XiRtnsgh+08zuQ+DmB67M25NMFubPI+Bj5+jLK71ASJBClMAfl+JgqJlNQu6iX0cu2Meb2aXufl2Bx1PsyWMJSycX8H8xcIgr/mwHBN59FXi9EvDCFOogxfRbjgDc19z9fTP7ELmFX+py260LgHUrMkBC3ni/i0CBNlF+JQm/QFZbKxDguy8CkW9M9xQo5zFk5dQLzfUeSIjcHa3ZpcAcU2zc+cii9r1SfZFHmyLr9F2jXktQHOXxCPQagcDo8cgCtCorxkIUvGUpudAmQM4COHPf88DzAWJORhbrhiwQ+yG+sBzNhdfIxYSsJoZ2c2SltxcR6xqFQRiNLABLWkpmwLmDEY/oYGb1UddJKNTON2NMlmeeS/vE3PjcKMurDLi/NbCzmb3mSuQ0NK6VQEiBZ9Oc2wytv1nZ31BW8nlm9mfgKnffwszujjafa2b7oDixW0d/TkAWbW8jd+lPCgGnReqwA/CD+PpcZOk4HBhtSiD+j7MAACAASURBVDQ3BRge6zbbntMQOHy1K25pM3LA1RZofJNFdcm+jt9WJqKMebkB4rHzUOz0ksq7GIu7kNX+UCLuuil00i5oPZ9ZqowsBZC+3OWJ8BYCJeevIfAt9cW3UMK4z6INyzJ9fBFwUIC/SxAYOMrdZ7j7BBqYEDKfMvNgK3QGOsQV6qB71HN81GkhWj/rBPCaAMlR8fuGyFK1IPAadC5FEvxVUc/879siHj3D3b+IuZT4XclzbrY8d5+OlAafmnIJrARw0ZlzgzUx9pZLjLmKN046P6Y9CSkjKgZMzex04FHPJNmzXM6GNmaW4q1XUlYdUmLsgPbtejObhebpMOQZND3uTcDu/6D5XI/2t2ZIgTwNxaPuCrzr7jMbAwbXqEb/7VQDX2tUoxrVaC2hOLD9Ah2ApiPgbAIw3MxSIqgPKgUT88pOMQqzoMZfgYPc/cbG1r2C97dFgf3PRaCgmdl7KG7Vh7ZqOIIuQDNfNbh/th2dkIXDQgREDEZgwvEIELkYHbgrrVsCvpJLdZamoEPn7sDLlompSGHAYhZyEdsGgaurWAHFGL9ECGvImgcEAk0iLOlMyRs+R4D5W14GlM4IIRMQ8NcJASJfAFebMp33Rn2UrDxXJvWI8RmKkhIdmt82U6y4X7l7f8pQzM9fm9kfkTXWOajvhiGg694yReyKDv9zUD+2RCDXAmCGmU1E1objEJj/TjzXhABrQtB7x8y+jUDCIUgYaYnAs7YoHuuOaHwvAp4B/pE/ZhlahADEnwHfAz4zs9FoLIegvj8Azem7y/VT1DO96yyTC3AHdLZL1u6dyZvLJQSfPVBCmWfjc8psDVorbcglySiarTgjJPdHPGcMAu7mEMCXy8rrbWS5eLDnklzNQ/2ZyqqL++tR3/eO8koqE7LkslC92eRWeilwnZl9F4Hbfy4A6I8gsltn6tAdWYOmMCHJCm43NOerAfMOIJdNfD/kQtwMgU3bZto/GphnZrt6hXF28ykA8IFxLUBzfgIw3d3ne5Hkdy5X30OBZzxnEd4y2t8PzYWnom8rHotQaPwS8YiRKEHSfDRHlwLTzexjdz+wRDGpjweQi5N8GnAymj/LgdamrO23ovU9BfGSb6J4jlBiDldI6fmfIYviv0cbmyDwdBmwY4zBi1lQOdNf9VG3k4G3M3MorbNtCUUcWjvN0FjeivjvX+PvxmiPOQYBYlPQHCtKoewwVwzTZDG/HeKfW6MwOIl33IXmqQU42jR+uzeAV0NA5URkIf0SuQRjFSe4NHkC3Il4x2g0nqOAkcG3pyFr4oIu6KHI+SaKi7on2tdPQDzjx6FcKFqfDKD+teiPx1ECqYVmtgLYwZQQ7dNK53whir5vhfb6lz1j3ZoptyXiM0tRXPMHUWKmL9EaHh198yly5a76XBeUgMCtyMWrB4HYk4CZUd/maK2eZ4oLvy06r4xDe+fBKLxDUV7oVSYOXFnB4sDrCcirojOwwsymo7EegYD/t7xI+CIzOx7Y3N0vNHkpbQiMdPcvPZesdAlad5PJJWpsFJU4i9WRO1Otg/r5DXd/slyZJmOL3yDl/bT4rjNSDB+HeMiYUObc5+6zypR1CUqCNhX1QQpZ0AadLf5pZje4+xvkeNVwxGsPQGeQKdGWjlHGSe7+YvRBDXit0f9ZqoGvNapRjWq09tB1CHi9EQm4IxH4dBqyeFoHHZhLHoDTQdcUM60dEj6W5N3TDAGYfdd0I4rQiSiG7R+Q1WB/BJL+2cwODcAk0WVIoPhhpi0JpDoQJeuai4SrvsjC7H0Enm1GHLLLaeczAsYVZrYU9fckdGCdiQ7BOyIroFtCQHWUnboZsiD4KN6XLN1OQ+6EyRU4HxRx4MeZr9aJvtgurm2Q0Jni2k119w2LtSGf3H2sKeapufsCk6vhFSgO3DrI5f62uL3eckmx5psSvT1uZse7+33RR+siwPx0NG6rCWYZgbcHAlK6oHHoikC/55EgugWyXLy3BMCZ+uQjBBakjNUJNOuF+ndnJOhsSC6bcLYfUmbxh8xsKnJnvQS5h/4z6n0iiud4etQ7Cb8FBXt3n2qy6m2GLEg3R5Zi26NYrfMR2H28KQnPeKQseaJIO7OC3FZIEB8TfdYEzcHk1t4czU1YPctwNvv6QnKg0kC0JkD9vxlwdXp1sTplqCMCYtZH/TMdgZjJMqplfL8SsEIhEr4Xgt2CPAH+SODLQkqVUpQBw4YDx5jZbgiEvdLM+qOQDCPjXkOC/EIEeiyPOnwe10uZclsj8GQUVA4wheLlMzObi8DAlxD4Vo/Alh3Q3O2OYuEuKwY+FGlv4nmbolAL2yPgfz6aF1ORddcSFEaioNWuuz8d5bVAieMWI541rND9ZeqU5b87I17eFwGEJyKedRYCiN/Meya/XqkffoHc8A9Erq2boLnWMn7fB7l0j0F92QJZsD8fvzc23mB6fk8UTmN81C8BNyCLvB8RAGKBMj5CXhgXxHx6KEDG9mi+HwXcEPf2RwqugxAAcrAryU0rBIR2QTyzL5q/lVicJgA2O7Z3pd8DwNkBgeJtgG5Rv6bI6nVv4I3s3Iw1lFyfy/ZxZr52B+5BZ44HkdJtCFJwpLimM9y9d6nyYp2fHPVN4TPeLbFfFKKz0Tp5OOp4KBrj7mgsT0Fj1xjqiXhi4oHN0DpLffYq8kKYY2bj0L7bJZ7bFYGjhgDq5mZ2rbvfWg2vCEr3LkY8uCcCzgYhMHKRyfNhAFIeboVAaY/7BiBl4l7o7LXGKebH0UhRviQUACcj5d2r5HIRtEBnhPmoby4FbiiyDjZHezEoBNXZyFDhC3LxXkfG3wlxHmpUYjWTJTloXr+LwMph7j4zj2+0QX36bjxXTrG3DTrjp+SY6yEw9ijkyTESeXf9Bs3hc0uUdSI6n1wE3JNAfVOM7c2RkufbwFNm9gN3fzjW/KNR7jAUpmMZ4kfbAN8HnjGzLfLO6jWq0f89cvfaVbtqV+2qXf/lFzqsTUSHnmbo4LMNEv5uQoLE2Si5ULmymsTfa5CAOQkJxLcj98QDUFzA6cC1/6H2vQXckPddf2Q1+CyK8Qk6fA8BrojPTeNvXfy9Ito0IvqqBwLldgQ2bWDdPo8y65GAOBYJ+S8QVgJA59S3CEB+GgnSExFINhtZB9QjV/uWJd7XNPu3yD0bIEuUH2bbX0FbLH8uIPDmpzH2nco8fyOyfulFuKgjAe37aV6VaM/L5CzBnkYC3isInPoDEga2LdeeuG8isH6JvtkeCQr1wNdLlYmEuD1iDdwGdI/vR6D4kQ2ZM5sgQHs5At5vQmDSA9HmT2JOPF3p+MVYFezjCut0AeITvePzEmCH+P9b8VvBPi1SXm8UoqEfUtS8B/wLCYRXI75ySd4c2AFZyI6J+hwe1/VIYZLur2g+F6hTygh/IgLm69E6THNgEFKa/BmBLUcjpUYvBCa3osS6q7AOqa0XIb62XoF7Dox5sFkDyk/5HJ5BwMS60aY7EG8ZE325HMUrXvlMXjkJpP4FUvgchvhkioHYrAFtvgf4a/x/I/C3zD3fQ7x8k0b2b3sEUN6I9qw3o/2JRxdtcwPe1SL68utFft8RWX8X5ZtR3yuRp8oKBJymWMPXxnzdC/GEU6Jd91Jij2hgW3oiPrcr0L7A7ychvvoQUkTdjNbzQfFsg+pD7rzxHQTcbIyUEmPQuWZ7tDe8g1zioTivXh8piVarf5V1mo0spdO54WME2v8AAXO3Nrb/keLhbeDJAr91QhbAb8TnVnlzri8CX3+MALU3yPGwBu0BiL+NiLI2iLG9JjM2nyCFwBGIl09DCqr6GLfvrsn5mFe3vvGebpkxeRsl5gSBlGeTs8CdgsIzDSg2X9C+3jb+Pxh5MDyC+MVIZF08Ido9FtirkW1oEW0YE/NpDjmeNDv6+7ZYZyfF9xtVWPYvot7t4vPJMT7Hx+eWSKl4C+Iz25Yo6zUy53oK8Hm0pzyNztp94ruvoj312yjMxxbkzuWdo92/+XfNkdpVu/5brv/1CtSu2lW7alftavxFLnFUR2SJsADoGb+1Rlrp71RZZspWehVyb0yAUDpw/xbFwfpPtG9SHPzTwTsBDHuQS0yUDnlfAPvG57q8cjZFlq/DEGj6e2CbNVC/psjC8hQEcrwah9grCbAu7/51kGXh/ii+6UXI0mevJBCUeFcSVs9GAlrLbD0K3F8VUBVzqBsSZFcDhjL37Yms2DZMB3Qk/LwQ7R8e/29X4XvvjbF7CTgPJQOquh1Rp5szc6VJXPnA8jYxjzeusNzdYt48GuM3F7n5VgTiIKuipkCL+HwmAleeQdbPlyLAsikC+w5AyU6qaXsXBBZuRk4Qs0rqGOM9Hrmd3hZ9cyCyJPoc+G0D10bz+PtNZEW0DFkm3UkO6E1xLkHWdO/F+5cgXvYlAkMr7evEH9ohS52fIMD3FQRuTUNgyn1IQbAC8YItkNXdiwhoWopAymlI2L8buZkfiCzAOjegP9L6vS/e0yYzP5pFX7SNeXFeA9dwSyQI7xOflwP9M/N+DAp5sJqyJf4eG2M+BwEQi8jFEP8w+my/KuqTxvYFFO6B6P8bMu/si8DoA7JjWKbcNgicPxoB561L3NuecEVvyDwuUuYGMVcTSJUSR6XfT0YxuEvO08yzuyLlxInATpnf+iBL3k4xfg8gl2livhg5t+WqQGVkCfccAmVmIL69RWautI//D4txHxPrpT5zvYbW80VIUbMvSm5VyfsTMH8nOWD+NwiIT7xjT+BJYOsS8/2EqMe4uD5ACryfI95TKZ/vHfN+s/i8H1o/m8TnU1DYgcbMm7Qezoz+G4xC+nwFWRfehc48p8R9jxRre6G51Ih67Yt43fio199iXOoR4J54VQu0zx4Sc7bvmlpTRfrpGMSPsiD0LHK8Yh4ZBQhSZl5MAxRlSMHWDwGyP0P7whuZ+dCgfkZKhfHIK607Ok8cg846t6NzzzhyseQXVVH2swQQHZ/vAJ4gBy6n/bAfAtjPyPZvXlmvUGSvR+eodNbbMuq7Bzqz3EzOgGAF2jOGxRzviMDtF1I5/475Urtq13/D9b9egdpVu2pX7apdjb/i4P52HIISyNEtfmuGQJ6Krejyym6FQIwNEbC7NXKXbvEfalt7FBbghCK/nxOHvb2RNWw95S00myAh8SkELjyMLHiqAlPKHcSr6etKD/WZg/SF5Cz3jiXPEocqBfGYO/sgi4YEOn2JXMFPIA+0QCDdeCSQP4KsE09CoFI9AlaqskAiF0Pzg5jPZyNhtFHWhoXGBYGbI6p8rheywJqKQMTtG/DuTRFQNDraOT/6aymyftm9AWXuiSxfUriLD5CVYwIMSs5DciDHpjGWk5BwOxMJg1VZ2kX/vkxYzma+b4usAfdBoRCKzs9Yy8cg5URVwj05QOcPSCD8DIFKD5GzZt0sc/9FMdePRMBCG6SA2AaBThciwOv9uC8JyFdV0r9F6nhm9PG+BX4biOIMHltN+eR4w1diHnRFVtZzECCfgM7LULzO1cYt/r6PFG7bIf7flVw4hJuiLw+opm5x793kFGUPxju6xOctkHJvULYtJco6GvGf+TEmMxHPqKrPGnOhfeR68sCf+G0XxBsfT/eWKKc9FXilxL33IAXCw0jp2qYB9U7zpAcCW8Yi68arEWjSI9bAgxSwaETre3NkBflrBE59yaqA7JEVjmOac48D18X/TyAAKf22HrKyO6HQ2KK9ewLin79BFn6DETD+GeKtz5eaF5k+2Radn05EINmDwEvxW0oWN6axcyzTth8hS8sZ5Kzx5wM/RHtyh/iuf968axpXN2Q1vkbmO1IqXYeA188QgHY8wf8R0L1Gra5Lra/4+2ukuElj1C3GaCukCJ0O7J/GEe0v0/8TdayiLQOizqsBm2jPWR/teQcgxdunlc4xFPd3NDKIOD7m0yWZ/kp/u8Rv3832b15ZJ8d6OZnSFvtbI17RG4Hwk+K5O5DC4lSkYFuEvFieB26PZ9foea521a7/pqsW87VGNapRjdYOmosstfogIagOZTq/BQlSKfYdZBIlVUKumF+dUKbfquItriFqhgTrE1C8z/y4W79B1m33IOu4xV4iK23E1muBQKYn0GH1UuRm+JyZHeHVxaprigTRXZEwNBr40N0nFionEhocg9wpv0BC5fOuZCVlKbXd3a8ysxcQkHIDsK2Z3eSKA2jZe8u0I8UT24OcxeNlCNjog+bRTQiEuS0T0+/aaHd/JATticZqDhIeBwA3mbK4TwLu9PKJv14xZZbeNN67HxrbZ83swVLjmmlP2bhsrhiz7yAAvlBfFCq3zt3Hm9meSDhtjdZcsXvrM3NkQ9SnGyEhK4EbE9DYjUaA3lnR1qNQQqOi8zDFxDSzw5BwuiD+1iMA4STgODM71t2fK9QvmfYeZEoo8zyydv8KGoNlyIp5RLY9xeqUoZ4IfFql/q74cSlhG2Z2l5ld5e6jzWxXJERPdfc57v4JkcClWvJcrOa/IRD4Y3cfkn9fJq7zb5Gw2NmVhGqpK7v6JDP7AClpmqM10AGBQVshcKeh9DACrx42s1sRgLUACcjnIKH1ldSkKsteD1kltULWmbOBjpn1V4fW5yqxVTPzrSfwU3f/V3xehMbm7fwXVcIr4z2GYtBuGl89hPrgQjP7hFxs8g+j3NXanJnzxyDQc1iU0xTxqm8CfzKzC4BXTEn63kHjvzjVo8I5XLY9UZffIZfbv8RcGYb44D5oDFKCr0Lt2Q5ZunYFZpoSY05AbtNpLczL3N8JgeCjkWXeEcAXZjYG9dtQtPe8Xqb6dUhheQCaK8e7++tmdhBS5E1HfTof7Wt3RUxSXInEurhiqw5HngCpfv+PvfMOt6sq2vhvUm5CQmghCRAghBYg9N5BQaoiRUURpIlYEBBRuqJUAUEQpCiIFJGmgFSRIoLU0CEhlISQRhokISGk3Pn+eGflrJyceu9F+GTP8+zn3nPO3muvMqu9652ZXghE3x4BoXUl059XgCVCT4ZG+TZEJuXrorFzWHqsLJm9ELC1l7tPjbwsGmVbHs1T76RsVslHSvNVNGYcjw4b+iHwCASSb07Jb35Ta6my96XnrkQ6uhHq++8g0L4fOoTZAK1/pmfP5kE4t0Jm4ld0hG67+wvAC2bWNdo69d2NTYE3eyJdfQMBeaMJ1rS7T2jPu2vIJsCTWdm6o/beCPWxEQgAvC/m272I4I4N+EtN/WotZE4/i9JhzjRghmfB8toh76DDjVHxzq7Ip7i7YiqMB8ab2WsIkE++URvRsaHoYHg3YG80RyWLn7lZvS2N9CrNW5XSvRmxms8DdjKzv6M+OD5+XwytX04CXo315vnIB3IntE4fh6w6TkUg8E9QvV5Q472FFPLZkE8a/S2u4iqu4iqu9l9ok70FMkvsjBhFo4Hr0AJ5HGEmSuMsqpXQKfZblEzITyZcDTSaTgeUzRBTcK/0Of8t/g5EG9JWFD0YSqyJxDBZH4EoNyJ25yto05A2EDPQJn2Bd1TLU/ztjQIaJBPpCYixdi8lf5mW3b8R2py3Rn7fiOc+IPyztqF+VkQL3HfR5vSASnmt8Xzuj/FxSj5NOyHAqT8CqUdR21dYf2S2+GO0oXwCAbjTgRF16nEpxMzrF225DQpCdTkCblsRGFm3PB+zLuauDJaq1wey8u2HgPbrkS/l3RCo/CSwdt4W0c9uo4KrhLK0k34/gACQcjcNa6EN3D0IeKuVxnC0Mewo9tQ6yNfx5yq9M64+aGxZETHr30MHEXehQ6MTERC0ddzTYUz7qOfcPHxx5Of1WmBAfDeQGmzEjqgrZGp/BwK5W9EYNAMBaQ2b9VdIdy10YLJt6OkLaDO8EdocDwcuTHVR9mwP5NPy2HJdpmTa3h7GX9K5xdHBWWKRv1ZJX6o8ez8CXftlfXLz0J/cNU5iKKfrpx2lQ/HONSlFAT8idPdFBERcSQU/4lkZdkTj9QdoTpiW5XMiApVOTnWf9Z2VECi5MwIHzwkdejnqcWg9/czy8Pt4NpknXwb8I/5vQUDM5WXPLB31ukbkpyvqT+0alyPdrTL9HYlAn1uiTf9Dlf6I5uBz6CBzZjR+XYHmvR2ysh8U7XtwXicdfaGDnSdCF8YjMPB3oWN7oPXQ8qELl1LyDdtmRiECNFdBc3ju57oTOlh9A60j70D9LLF0P4z2SazGDpufKfXtiWTrGjQWrUrJFcBJkZdX0TgyhZLLlmq+5lPaa6L5thVZ+8yLsr0Y+n8BFawT2lieztXaCBZgp/4bOKWZNkWg6DroAOo44PAK95yO1nE104w8nIDmjQ+jTiah8erVqN+XKK1xh6O4ACuh9UZib49BLH2Peqxp7VJcxfVZuFJHL6SQQgop5H9IItrpV5DJbGfke/RfXmKEVXsuMfY2QObf6yDzvSloQ7QFWmh/y93/2VEsovZIxobaDYGrf3D372SstnTfnsj/22i0GHwNLQ6nosX8NBTd9/l65coYjTegTfQpiA3THwEcX0PsgK08iyZuZv9BG9UjEVjaghg9RyA/kl9y97uaKPv8fJoit5+H2Ez3A2e5+8MNpJHa/PF47uflZTez9RDI9313v8nMOpExiLwKozXYHasj/38PlbNQsrY7AdXJYuggYRoCsh3V15Io4Nrp5e3aXsnKvyfys3ZfR6djikg+ADFI3cy2psRqTCbeDyEA5SJ0wLGjVYn4XvbeycCP3P2a+NwZ1CbBEDwXbR6H1UjjZgRuXBRfdUZ1n0ffbqQOUr9YGm30eiLWyxR3n11273xdCJba0QjQWROxgxdBm773UR99zt0PazQv2Xu2ROyxeai/D/EKDH4zWwUdmnwu3vcKOjwYi0Di4XG95e7jms1HhfflfbcXAlSWRcDhP939/Q54R+pfB6CDsyXjegTpzIsVWNr90eZ9PRQwbVRH5KVGHrsjgHi6ZyzPKvemPI5BY/mVSFdbEVA2J777GwJCr0Bg804ILDg95q26/arBvP8L9a+70HjYmwh+WW2MSuOXmd2IALQj0xwR/WZdpAu7oGBMv6k15sUYuygyv14ORYN/phbjL6vHi9Ch1/7uPtHMngQec/djYg3xIHCpu1+c6dLnkYuA1b0C09HMdgb2dvfDG6nDeKYHAsM+yL77MmJDD0S+XM929zeqPL8yCqZ5kruPjO/SIQ8A5eNPM5LV1/fQfH2Bu49tz/rHzAYj8HwNtBZIAQlfRGPAOmg98Sc0B05Hhw2d0Zj4NrLg6Y3cn1zYrF5nfX9DdBCyNSWf3KORtdRQdFC4CAL0nolneyL9XQMdlr7p7pe2dX6ONYVXWHt0j7Jv6u7PVXxY9x2IgMc5qD/e6u5Tq7VR1g+vQIDzeWj9swxiHG8YZdsS1e/JHTVu1JOYD+d5MG4bYe82kObS6DB7hLsfm+l0VR2Ofrk+ArpXQmNMN8Kfsoclkpk9hObMfV2WI2uieXQldLB6MAp+9mb5Owop5LMmBfhaSCGFFFLIfMkWpJehxeex7v5I/NYZga8pGMRX3X3Sfylf9cDQtIlYCZjj7mMqgK+LIvbc5Oy7Ni+mY2E6AfnPuqnstz6I1fgg8N2o035ow7Sruz9UIb1/RXr7NrvQNrON0OZoMDKXHBBpXYwYKXXNAc3sS8gdwpHuPjk2Q13cfbaZrY5MI3dw9yFt2XTWWeSnTfYQZJ7XDW04JyLfZx+ZWUt7NtA18pVAhceAB9z9Zx9XOmbWggCS5RGLqjva6A1EmxQQ6+Y9tBm+pI7e90QspOvc/bT4Lgc1t0VM2iVdZvQV841AjsPdfd0q9zTU3lkd3ILMH0HASWLmJRPVGQg8G+TuXzSzVYGp7j4xK9dqCIBYG7Ea33D3Qxvts5HG9xCDZ3G0ge+FWHvXAT/L+0XUw2ruPszkGuQiBGr1R4cCXRAzampcQ9z9R/XyUSePKyJm2Xse5tIdIVGWrl4ytU9j98YI6LnL3aeVPxNt90sE1IJY+XcgxtMoNH5NQgD0As83mK8WBGZsisD9l1A9TmwijS6IGfamu++ffT8Bse6HobHq2+5+Zfx2NwK1fuEdY0KcwIxxKDDWMxV+rwb6pLnqeeD37n5JNeCpUnpmthhiKHZBujOsrbpjZtsjK5BfuPuvzGwimq9uNbPD0FyyF2Kv7YnafwfUH7d095kV0jwL+Jq7r1IPiEtjupl9Bx26HFurb1cCoaI+/oXGimsRwPRUW8CqaIdjkEn7mwioqjhutkWyPrYTCuTUF4GbS6A5oQfqF63osPE4MzsOHQTdhxiJg1BZ10Pz/O3An9x9WrPzcqaLj6IDkPPRumF9NFasg8DI7sAN7r5f1BFtBQPzPJpZOnSZU/579ndTxALum9abZWn0VHZ8ZqzxungDh0VZ2V9DBwy/qXJfjyjvQrr+aROz+S6hFmqfGHv7ogCAH9RZjy3ktqpWXzazb6K+dyJwtbuPj+/7IJc+G7n7au0tXyGF/C9I4fO1kEIKKaSQXNJiaztkIv3v+T9oU/Soye/X+Wiz9O+FUvg4MlVnQ5EWml5ivVgAnmugTfocF6vmAxOzy1w+Weel++O7hn29ovLPQxujBAqA6nASMuE8NO4BMUCnxm9pMZzMTEGs3e95Dd+a2YZhdQRifBGBVD2R2eZc5C/uTLRJ+zHQ38yOqgVcmph330DMkVfN7LcBrsw2sxUQK/FexHiA8CWWPf8NBCZ+gMwTX0VgxzsIWJpXqw3d/bIaeUubvQ4HXkNS/Q9GYPXHkk70m+1QO01Fm+7bUfTjpREouyICYrdEAc68DoAxF7F1jjWzp9z9vgx47YeCEo109xnlOpV9HoyY133N7Flkzv0CAtvGuvyvNrShz4CTqyONldAhzskI+Pwo0p2GQNDExv0ZMNHMfuLurQF4PE9J3yq9o6Jk4Oy+iLl5Bwr0NAkxx74GHBJ5+GlZusPi/3Eo+BZm1he1yepxrYzqbImy9zUssaE/Ch12DAJaouy/T9BWMAAAIABJREFUNjHYp3mDPqArpN0Nubl4HzFA54/dcVWUrAwXo767OvLbuzVRFwg074LYpDc3AvZkIMp6KHDbOggATjo9LMq+UFtXyedcM7sO+K3J1+lNaNyZh1jKKRBhzpK8HOnYzxt5R4MyF7FsBwPPWPhEDanKGM++vxSZd5P12U5obE1j3kfZc25iZ5+OrCR6xr1fBW41selHNqM37v6wmV0JnGVimvYGBsf8chJyRfIKYo7vjvShM6rr502+el9C/fQlNIbtjMy4G3l/GtP3BsZk83ECllPk9EMREPpAhWQSG3QImr8OBOaZ2WhKfnAf8goHnhVkFeQ3fgJiUE42s7EIjB2K9GuYu49qpHwVJFmLHILmxhQ0rm9cyyOLmU0Ryx7g19n4PzauimVpBniN+5Muro0C1SWrmzvMbG1k8TQRWS9sWvaMChRWMI2MgdlYkMaUwUAXM3sH+Adws8eBUVaWvmienA+oRhqHI33sitZ1jyC26/uNjEtZOR5Bh73z80ipnfyTBl1jPN8fuD7VTTWJMlcsd/S10ZFmaoe10Vg1NHuf5f+nekw6WGW+uxPNNb8ETjazKYi9vSgiBfyoPL1CCvmsSgG+FlJIIYUUMl+yRdUcYJFYoKUNoccCbChiYEz5hLJZV7IF3tOIsfNAAIw/QZvDPmbWijaMN7iYq80uClsQQ3Fb5Cs2ByM7oY3szKjDzgggmIVAzpdyMDHYO6tSCgqyALhZQf6ImGz/QuzaUchc9ClbkPk4HjEM70UbmGqyGtrQj0bmm78wBdSYhDb5y6Fo3ikwT17WYxGwcRfaTE6NZ7ogHelkZhsmYLyamNny8Z4BBIjr7q83Aoi3R6J9eiJw8JWOTsdkNnkWAtsSu3kZxDb9FvArdz8zu78HMg2fHulWY5uYixF8CfB54K5gMD2DQLIdkdnkiekRMh3P+shSCOCYiFyLnIKAyfeA0Wb2PvB3d7++ibq408zuoRSkainUtqvHOzZFvuT6m9mSyETx4kpt3czBSFZOEAD5KDrQSAzQoS73FzOBL5vZ9a4AM+ldiZm2IwomMtbFjl0g2FQAbT3iY9NuGVAgkkMR6/BMZFqcGJlfAZYxs5PdveExNuv3GyGw+4z0Tpivn4sjvXiyGkgX5b0l/y7KuxYlX6MJ2FxAp6qkl36/FunDjki/+kReDwKeNLPNvYZZcSpLpHcdYv6dgsD0kWjM/BsaY8cBW5nZvxGItwywQvSXdgEAGfiwEmJFH21mD7r7O7WfXCCNxRHwtJ2Z7Y18bY+P9qvmKqAzYsOvjdr3FeQKJllyHA5MM7NjctC2ATkGMYUPROz0n6D2OR04x3XY9xIyke+KmPQvoDpeEwGJfSj5Ax6KfGVSrSxRng2QTr0QdfGP9FvZ/NIducE4JT6Xs1/fQoeQKZjQ8uiwZNX4uzsKUvZQAwcl4xHQlczpByBAdnc0n01C8+032qhHKd+rIzAtBQGcjOotlbkHcWgbhw3LIrcMY5p8X10xsyXQONkSn7uj/vIoapvXkaXTIDM7GbmhGo0sFeY2Oi5b6eD4S+gwpDMKlDUPBWjbB/WHn7j7e9mjTyB3PQn8Wxq5+tgP1dmHqC8eCvzSzH7s7n9tME/dUD/ax8yucPf3agGY/03J9Gtz5Jv5NjS2dYSkgHsnoz5/evqhmk5b6RB8XhxI9kEHEfOQD/stUR9pRe5ziPyOAb5tZmPd/d4Oyn8hhfz/Ff8UOJ4truIqruIqrk/PhRbF5yIQbcuy31rQKfZk+HQ7zkdgz1y0eVocsZRaERD5R7RBfBNtNI9pQ/o9EEgxDZk3D0SA6xLAAWjTclrcm4JaXRp5uBYBlZshJt2v0Mbvu6kN6rx7awRoLVX2vZV9XgyBap+v9Ht2Xy8EgO2L2ICXRj29hoDdUYh5MgJtyH4Szy0d3/0AARGz0Ub4qwgEfCfSqloetGDfBzGAEvgwCzGZvgN0/xh1JLlf2gKBnUt1VDqUAnpshzYgx+X1H234MmKDXhDPNtWnsnf0jvQfiXocH/X/1UbynX1eEYHwJyDm++PRpj9vRC8bzHNnBMjuE209IergHgQE7YoApn6ojzX1zqwtXkd+TaEsSBTyqzkJ2L7smVSfLxIBXiK/RhakCwEzi7Sx/F1DR76ffTcH2Db+/zpyJbFEs/Uaf09C7PeFdBmBSXcjlwsLtX9eBx1xZXkahECSbSrcsyQC0K5pMM2e8XcxBLxeE+01IXRoSzTmvI/GpZ8joPDPHaHDmY5cjMapGWieeQpZO3w/8tC3vI6zZ3eiFOCnFQH71yEg/tvI3+tKZbq5AZqTt4vPq6O+uULo5xHoAK6t5eoZaa5Uq46izleO+l8aHdxthw4Vv4H6bt06RmPMZDReJYuN3yJrjX2Q2Xu/qMuZwBrVdLZC2hb5WwmNs2u1VbfRWL41svJ5HjFE26VHCEg+O9eLuMrH487oMOZBdJA5A41rf4n23pE2zlllurU/8GD2/XJojfJIvDcPWvcWOmi9EPlp3wdYv4l3voCYkgPL3ndUpL9QoKi8viOvE9AhQa/s982Q3/KhwMoN9uGds3KNRiDkt9Bh5pqIddvmIGbtubLyHhl612H5YMFAZt+L/1eN8n899H210P2F3ovm6VlJZxGAfTulYLyDox5/BvwZrQM/l7+7uIrrs3oVzNdCCimkkEIWENfJ9hVo0X+/mT2IFrVjkZnXN4DL3P0TZwdUkowZswHaOIxHm93dgEPd/Y9xX2fEcPkZ8DMzu8cz86t64vIxdioCrC5B7KtRhOkmWnReEbcnts2RCKz9Jlr4z0IbzK5oM3pN3FeTTeLuFc2HU5tkrIkWFBzl6fz3Cs9Np8yUMdi4fdEGdmCUc3nEVktmehshgOwaBLDMAh51mf49hky+7/EKbKOMhbQ7CnYxArFBJ6H62xdFeF4OOLUC46kjJDFANkMgQNN+LGukkxiYCXy91H0+O3Y/BN6kejkcbT6fMLPD3L0hBq6XXFRMNrPzEYCzBDDJ3d9t4HnPGC2tLnPaUQjEAsAULCyZVLe7z0ebf4hMpddBANl3EaBzCgJNZiPA7HXkBuMld7+qwfQ92J7DgK8Eo6ncb+MiyCTytfRM/E36dQ9iUd3uJV+KiXm1CWJ/bc2Cpu01JeuTgxHYdF98vwaq15GpCEA/b3uQq8ForK5kLjsJ6WpLfE56m4ubgiqtgupnqDfhk3WBhEr9fknkiiT5Amyh5NtyOjoI2z1+q9jPzayryzfk+WZ2m7vfg1wO3JTdk9h1U9A4/HPUH25FoDS0U4ezvP0Z1U8/SuPj5xEY1QlY0sx2dPcHU9tnzz6GANYVkX/NddHcuhtqj16I5Xo8pTZaHwFEaY7aBLlvmBw635uwaGyA4Unc1wXpy3rxjuHA61XG61SGvL57oYBsr9d7VwW5FvXvHdEhWx8E7HZD/X8qGkcHIIZdcgmyUPsldnf6Pe6ZFtfI7Lea80fURwo22Opidk5B7pauQvPdnZFWW33F90QHAweb2XMoqNqHZfek9vsyslx5Do2Z66M6+1pcoL6zb6NtnkvoTUvkp6+ZvY3Y1EMQ2/JVd58Ua4FBSOe2inx8ntI64K9orK05R4eOroH8MY9IeXYFQLzQzDaLerkq+nolU/Vt0GHFRS4me1fUVk8GM/eaqLcLquUn+24simHQD7H6k5XILDQPTkUs3Ybmno9JtkT632FBRmOM7ITGxuTuZS9U/lloLBiFgPY3TO5dRsd3HyBgemik0x310ZuA1cxsdqxfKq5hPoY1XCGF/L+SAnwtpJBCCilkAYkF6+tmtg064d4JsfJ6IabKRQiw/LRK2ohtgcCRD5FZ24uIMZJvbt42s7PRhuKrCHBpGORz95eBTc1sd7QZWRmBHr9DQZCS6XgCd+aY2c/RhmlTtPmegjYvI9MCuxFgOzZxa6PN4rhIZ3qAaOl9kxCwV1cSCEdp/5o2r29k9xgCQ8fHV4PQZn16mJGOIPwVog3dswhkvqNCvaZ2OgC1zWFeCoD0tJndAPwBOMDM/uaZeXiD5bHIS2sD9bkp8HKlDU5b08nqc2lKLBEQo+tniFn6GwTQD0cb7FOAK81sZ28wiE6uWwjkrWqaavLfOyZvh3Jdj3yntmkNYODD2AS3VkqjWTGz9RE76a9mNh2BgrugOloeAX+D0SbvayjIz1WN9s0AFS5BLM/LzOxq5BpkvJmti+r9BZdv1zxfaaP/S8Tg/jXSSw9T4O8iFxL3e5XI6w3IkqhvrIWY9xsiEG1KgD+DkMuHZv3JpnoZg8aiZYCRkWYnl5uTfmjMuDruXeCwxhQA5yQEIC6BgHDMbBrapI8G/ubut9bLjJltFXkYjsDmCQhg/Y0v6HJlSXTI81p8lXx9LiBeCspzMHBnHArMpQSmzgO6m9mh6BBiP8TknIT8Ts+JdDpk8+/u/0GHkgm064fY/8lv51rIrc1C47nrMOAf+XfR7wbGc4lpmUsrOgRZA9XlFsgce2bMBesiYA5K/beqmPy6XoXAnQ8RqPIhcgFxirsPz4Gv9NfMBiDW4RaIsT7SzO5HzOKPGtVZl9uLW8zsSdSGRyB9WyvKsh6qx8fQ4WattCqOywmUDd1OwPytyMXJQ+X3x/g/tyyNLki37kfMwKvQvNaUZHW5LWKNzkb98FVT8LUX4hqBxoPk6/Y5d9/fzG5DjNMTUB8+Fx0wnZOy32R+Ujsdh6xdZiK92hqNfd2BmTHuHeLut6BD3N9lafRHepDmqop6l5V9INKzXlACsDPw/H7gjFgnJbA/lSv12/fQwVlq2/nBulC7fJDdu0B+yoFcd0/uNNLvi6C63RgB7bumvFqd4HEfo6yH3NJ0tKyJ6mlEfF4ZjdVnoDJvjfrhDkgXQGPp2/H9H2LMOhLp3nFoXWMxX7yBQPzngcsL0LWQQkL8U0C/La7iKq7iKq5P54VMEddAJulbEiafn+aLkrnWfYihCwLxHs3zjxbmhhbyTwIn5M/XewdavPbJ06tx/yIIXNq6HeVKJoItlBgKkxGj7FngRuSv9SgUXXZ+GdvzTjKTyCwP5yJw7HDgBuTW4UC0GUwuDpZFbNoL4nOXsrST6dtQ4MSyd6Y2XBeZrO2cP/Mx6MobwEkfRzqIQT4d+VfriTbLjyHAaRvEvtkn7t0ZgWffqKdTNdqrlh4OAzZsZ511RBrXIwATtDkbWZ5vRBBI/oZXaKQ+WNC1QGcUcOsdtGF/Ex0azIl22qpWmujQaSpiIw5CQO6HwHHtLHsvNBY9FJ8vyepibQTonZvrVZPpbxT5/E3+PAK2LkWb7RWr6O/xCADaH40nTyIwdjjaqH+EfBQv1J8r5OOJeGYMGoufj35wIQI1NkRgzHmIabx5eRtmerA5OiDbDIFjqyOT2XXinsOjL+2AgO2W9rRRE3XdBViswXuPQYxmaIMrFQTaD0cHdS2hJ2fHb99E88DXG9Ub5CbhbTQ+bYIA9/Piu/eBNcv7FQKlHo92vAux3V6Mdn4BWK+J8liWbrvmqSbrsRXYqcL3i4bOJ7/w5X3kiOhXPdr5/j7oEOJbCMy9FYH07yFAthW4MO4dgQ5/QGPkD7J0TkJz79JtzEeay8dFn1wCscU3APZAQTbPRX3+dEquV7pW0q9G2g9Z0QxBY+mSQNfstx5R/w/W0mEUsO9JBEwvUvbbnmic36hanoi55JO6CDc2Tdz/IbBrB74/9bmDEbO1JT6fi9ZildzVrBA6cSoCyFsRC/avlA7o30SHk8cigP7+uGfcJ1nfxVVcn7arYL4WUkghhRSykJjZou7+gYuhM4xSVPJPjdRgwSVmw1poYwMKxPJX4Adm9gcUTTyZEe+E/F09XvZ8pXcm5sS6yBztbmQSP59REeyJzu7+QZbHbdDG9lfIhLELzA+msUSk95wHU7aKJPPTY5CZ5iHIv+BSCMDbAZmOdUGbpSFood0m88jIn1NWH8FS+TECTO5Fm7IWtBk/ETjdzK5Fpn/rI6YglLHZsrZ7G9g86Vykl95paLP6VtkzNSWYYIcgAPgdpL+vo6A289krWd2MYGGmWUelcyuK5n0q2jiugtg5hyNw8EVKUeifReySFeNzJbPwqpJ0sJKYIqWvhkCrNklHpBGyNKVo3qsBL5bn3UsstBnZd1UZbi7JGb3zzOwyZP64LQL6PkJ1/KBnzL5gbfeh5Nt4hrv/I8aKP6M274QOFh6nHeJiiV8A/M7MnkAmmy+b2QloQ/wGJTPXpthskf4QM/sNApEOMbMhqL2Sy5BjvXq09r0REHydKZr4P9z9jLAO+DvqA+fHvfX0cj8Elm6MGOF9EZj+Q7RJfx/V+YcIRBoe+S/v433jmR0RGD4XMayeBzYws2UQqDyP0oHanaYgUc+i9h/pbXfjUFHMbC3UXl8MxvBYBDJf72LU5fcuhoDte8zsPWCMmQ1Fff95BL69CUzxKuw6d3/P5Obm/HhuIDDdzP6EQKffo/E4H4+q5X0VNDbv4u4PxtdPI1cgl6Ix7MeUWIGJQXh0/N0DuZeZE8zIXRCD/zgz+7Y3FiE+MekPQGD6VQQLz8y2RroxpIauNi1R7tkIqC6XFdE8vRk6qGg1BRucgMq/PrJmmVnOoGxGXC487or8dEegby8EfPYlwMVYI3yI5gPQ/Jm7xbkN+d+vy3Kuko/kcmAGcn2Q+sdkZIVB5PEo4OEobzkreDnE3v2Wu4+nhkSdjTS5tLoQ+Qi93szeQqzxA9E67OQaaSyOQH7Qgdh2pqB6k9Fhzi7oIHdIKmPZ80sga6e1EdP+BgTkPoWCoHboGFFJmlmPmQKtdaY0V9a6t1EriaQvmyHXAckKYTjSw9mRXhdl1+e5ggm+gyyYVkbz4Rx0KLYIWv8th8amxyKtB9HhzESTi69GLIcKKeR/Xz5p9Le4iqu4iqu4Pl0XAioeRADRaBSh/WIEQm1CsHc+wfw1xH5Em5Wt4/9FEPt1LgJMT0Ab+iuQud2faYDRQokhdiLaoCZG3vyAPmgT8CBiEqVAW+eijfnS8Tlnka6N/MgdlH6rVW60Mfpl/P8S8J34fxsEDh5DBOupllY7638NtGFbloXZrF9BIPb7aNN4IHVYaAikaUXmbr2z7wdFu7zWYL5Sfa4cbfwRAkQmI2BmLtpAPEYEkMqe7Q9068h0yr5fFrkUeCHS80jrb8Bq2X2DERNp92Z0vZH+gtxqjKYNgaI6Io2y9C6Icp4WdfE3BMA0xCKskuYBiFHZv8Y9XbL/c5bsg5SCyTyMxoWj0DiR3IKsHve2O+hYpPOleO+HaCP7OvJXuGp72zr+3wUBI/9BYN3fEUhS6/l3gH3j/7HAgdlv+6MDlzaP/8h8dUN08PB7NIamgD4VAwchv5I7I6bfa2i8fheNMRMRaPkCAtRmxN/74/tkgvxcpNWu8TDrB5sisHJO1MlV0ZbT0Pi3dtlzLegw0BDD8BJ0KPMKApQTq/gt5I7g52XP5yzR3RBDcHjozMNRN3UD8lAa27YLnVg1PneNqzOay85BYBQsOLeNAY6okvYRUeeDG6zLlJchCLRZLD5/E4Gwrehgbp0O6Gsp//tSZfyKNlqHkg/aM5Ff2nvR/HwC2fz0cV1ZGywZenIoOlC9G60huiNw+Azk77c97+qJDoR/nn23KFobnYoCic6hSkAtBL61NvnOXshU/RVK/kVbUd+uuV6IvvMTdLh8W+j/jCyNVgSonooOolcre743OlDogtic49A6JT37PgJjL437GtLlRto0/n4dHUavRg3Wd/bbnmh+WLSJd+UB/uZbEVXIy7PAWeX1W6sPhW7uGe3WAx2CPYpcDpyPAPVn0DgwFrG1pwF7l+etuIrrs3oVzNdCCimkkEJyn3+roMXrDLQA7Y4WijsDB6EF13toEfvfzuPSaNO4dbCdHqfkf6yLu8/K7h2IFn5vArj7h6ZgDO8iAGkHtNkcD/wROM0bY+sk2QJtFsZF+jlb6220GRiIgtd0QqyZNwnfaO6eMwDGofpcPD5XZDtm7xhIiV25IjA+/JH928x+j8Dcjyq8p12SsXg3RaBHC3CymZ3nYqzi8gt3i5n1AaZ65tuxhtyOgPETgKPMbESkvzLSt6Pj/fXYRqne9kQA8RHo4GBRxKwZgHR5MwSSzvfj5u5jOiodM+tiZi152V2+RU8zsyuRWecNaKP3PLBcYoagaOnvIZPtcr1qq+Q+kIejjdMnkUYu56G6/X583hb5QR5jZqNQ3x2J+tI4dx/ZQJqnIkbtR8FYexsdRrwEvIxYPu+lm8vq9geUAh+tD3wBAQEp0NiawNnB0hprZle7AvE0JWbWF7X9Ee7+dwSIEmyiHi4f0s2mubi7T43+kTN/7zWzfyE2XSfE/vRq/cgUPGksqr8uyLR8seyWYWj8bSgoXTDkk9sSgHkxRj8b1+XZvX2q1ae7f4RAp/vMbA4ady5BYH1qr0GR1/Mo9a3FkT4kP5PQJJO8UrHi70/j77ruPjQYjL0Rs/ga4EQzOyiNAfE3sS3fN7OfoAPBXpHH5SKfgxA4vV6w9JYk2o1gQbv73cDdMa+sAKRxp3O9zGftPo6IQA684ZnfzNCDpQlrAzS3zo70Z6c6SNYbkew8BFr1R4dUdSV0sQW147EuH+MAZyMm4nHocOYHZvZDX9C353xpkIWaj1+vUWH8ijZ6Ka6UdmcE+M30sqBYbZVot7URcNkTtcVb8XdC6Hvys3wpcpU0NxjONyBway6agy5OaTYzV2QsyTUR4LyemU1GBwnz0Ny7P+pDnYGHTEGXXkWHv8+jNeJ3CauoannILFqA+cE9LwIuCvb40ki3x3udwG2uQJ6/RnNxT7Q+6ItY/QMi3xsiFyXLo3l0y5Q3d5+M1hqY2Xik/0vFvSsiq5TVEQB/OBqnNm6CVVpNUr0sj8D0LYGbzeyaTO8rWXB0Qgc75QEj0/2LIJ0+FI0fk5AP5leAJ1x+8hfId1aOxYhArNlvVZm/KU+moGxnuBjglyKftOPc/Vfx+xLIvcRqqD02oRQksJBCPvNSgK+FFFJIIYVAydR7G8Qs2sXd3wqTwh5oEd4HLapaqiXS4ZkqBclYFQW/+RICf1ZGm8KLwmR4MzO7KdvAO9ogzzePdpnFnQScFAvEJRCr6q1qG7sKkhbFjhb/LUAKrmSxsO2CFvCXu0yfO6FFcf+4f44pQi/x3iWRud3QLO1q9dEfASQfmALVfEhEZY5bhiHftYc0WJ5mJG1gN6cExPwAtUvaqFqAkBPNbGUz6+c1zLSjfWcA34nN5ZcRANENMcmu8zCLbQJI3hx4wN1/X+F93RHgkQKb1Qqg0dZ0jkbmkI+gjf5IBEi874rqPNbMtkcb0B+ijVMnBMBMQiyRhgCMJmVjZMbbHkC+ZhpWikhfUTJAbqy772pmP0PRvK9HwZlWR5vnHohxNRMdWmxfK1Ohe0ehPjYQbcSXR4dGX0P9bpaZTURm/cOAk9OG0t2Hov53Q6TXCY13CRDbGoEUWyAA/vpa+alU7qizwQgYSGNGp+gvb5Xd14w8ZWZ/dvdfmNmPkS49igK/TUcg9Hypkb4hMLhPgD2PAkeY2YOo/k5DgdY+bCSfGWBYHtAtAbJGyax1YnYA2B0B0VOyZ1JdnROfj0Jz0quInTgGmYe3Zvo3HvW/x+L5HHhoq6SybIPcCCRXCbMiD2NM7iNORuDD/IjfeZ25DvpmonFhZHZPNwTizkVM7p8BL5jZONQPXkVsv9Eu8/X5bdtI2TIQaXc055wdc8q96NBnFjp0WAExPxMoCSU/s8ea2d3u/mZZvrdF7nxqmp+X1cWaUdZR8f3XUb/7jrtPNrPewPdrjSlN9peNgKdrjF9pfCLAunkEmNzGvlmefgradx6au1Pdzkbj0lgzG+bup8S7X47nOrn7jWb2LmLvLo1AuT+kvDaZlXT/DmhsnY3mo3cREPwW8hm9AxpTb0Fj83ooGNdiqA9PRodeUMH9gZmthlxRHBFfbRLvmIbmw0ruH2pKlDUFA4U4YI811aLoUGMJBKamw7aF2i10agF3WgFmJt+3AygdJLSr3TO9+SPq7/sjdvlpZnYzmnceqdCHHwD+XUnvom+ciFxPvIr0pwc6ODwY6GlmrwPnuPuVFbJ1CNlBQxNleY6SW4pn0FixqZlthCwOXgWGu/vzFZ7tMDJAIYX8f5UCfC2kkEIKKSSX7mhBOg0W2CROQovcJ2KD8t+S9K6fISBkZ3e/3+Tna0L8thwyXR8K/Cs22t9F7ILN4qR+FFr0T0Smeu8jdlRTki0e/w78FpmQvVi2+dkDAXNPxzMpwvKNyOzsyrSZjE3rIWjzk/yU1dpIJWBlNbQAHgocaWYvoLb7CsHGbZYN04gEaL0VMo3dKvIwI/JdvnE4FgEkj+d5MbM1kG/DCb4gU+8xM3sKbew+9OaYyPn7XwRWqMRWCZCkJmuzA9LpjoCNTdAmeR7S1TfN7LVIdyjS6ZXj6olYNve6+7sNFDcBjo34UUu/DwIW2IR1RBqRTmL6nmtmb7r7bysmEoBcbJTnoI3uKODoTD96oo3+YMQu9pTXagBTfH9nlp8uiBG1ItpED0CbxBUQu2l5dz+xGqASeXk3rieIaNMmpt6yjbZRBZkDPIJMrJOpawIXoW2b/Asp+QzeHQGDnSPd9xAAOQQBZy95FXatu08zszPRYRDIZcFOiOXWGY0rP4rfcr/MTUnUd6V2TGnuBXzOzL6bgeOtyAfnD9FYeSjqNzNQnb6LwId3zGwkAiVHoYOqSR01DgY43BVZFvTzBaO1J+bpEwi8mVD2uCHdPxz1o/PcfWw8uxKax56PAxoCaPs3GkPXRcD/cmjcecfMxkaZX0NA88PuPokakvWfbSPdXmgcOjLyOwCxvc9G9b0GYg2PDdD9EqRjj5jZHVHWd9Gh6H4Em7mJuadH5H0DM5uOglDdFcBrS9Rjxf4f48St6BDlmTrvSbq6GhnjeqGbSgcG1X7LD4RvBS6I5kBVAAAgAElEQVR294fqFTKrj11RXe+LQMLzEHi5IwI610d1gpmtg/Ti4ThEwd0fNrOnXQeWbZZszPstsjjojdZXa8e1AXJb0hv4OXKb1BJ564MOtloQe3popFmpT68ErOTus8xsV+Tr9nXUP4eb2TAERo5HQOckr+33PvkDPgTNHe8Cl7j7y7Gmei+usWR+fauAl6kdO6H59wMXu/lDNNa9nD3fUePHZARk32KyzjoMgdnbAHeZ2W3u/mh2/9Qaye2HfHTvj8DbJdG42hUdZG4U95xrZj3K52R3f6QtZcgOyVqA69ABysZozX1k3PZBAL9PA9/r6HVoIYX8fxarMB4VUkghhRTyGRWTg//zgN+7+8OfcHbyhd4ExGT9s8sEcgzwC3e/IjaIdyB/hgkcPhsx3voQmxkEvL6NQOThaHM+CgHLQz1zW9BAvvohZubyyD/k04jBMxBtpm72jH0ajJcb0cb1WeQvdBwC6L4InOruZ9GABOOhi7u/a2b7o/aaiMznugOnuPvvaoFVWVqdEIj6lIe5Y417Dfmx/QvadPVAm//L4/MEtPGZghgod6HgPSdbmOVHOpPRxulNBBw8R8ln49vNgq4V8vkFxNr6TeRhWlsW/21NJ8CZxBZfBgGxg9GmdhPUTl3RAUcrsE1bGEBl7+xEyby7tTyfAfJ/CGxaDajooDTeRv5cL6R0cOLZZu17KLjLiLj/bmTS+5VgHc3zxlxVVMt/zY2ymS2K2mQRd38pG19ytyubIXbc6/FMZ8R6neJtDP6Tpb8WGptGIsbvB/X6XaPpo/oehEDn/ixoRrsSYuy2IL/TC7BKA4T4AerDf8v66lIIGOoCvOoV2EwdJWm8MrObkF/Cfcp+H4D8m56GAKO1ENv5K5G/6QgU7RJ/pyAQZgpwSHsBqywfLYgl+GU0do7Mdc7MzgAOdvflqjz/PHKj8Et3n2Fm+yL3OUsiJtq+7l7OyNsKsa1Ho7G+G2rXlaN83YG9XAeTDTE0Y07qg3RmA6TjAyLdPgjkfjfS3wExFVtNliY/jbIvhca6qVGGXzajzwGgXoaAvnRIdbS7P2hmKyD3EuPc/fB8Doln10XuYLYor68q70rj1+bu/lSjeayRXiuyEPpHA/d2cbHJr0R+Nfcxs4uAge7+pbjnCtSO33cF67wJtfVPy3XXzDZDLPTR7S1HpbyiuWspNIY86wr2tig6YJjWiH5l6aWxry/qM6sgYHAQGou7IOB1FnCBu59fTYfN7Ntofnkb9e0dgT3d/Q6TO4In0fjVkCVTHOasjw5xplA6sJmA6n50M2Vt4H3dULl7xHt6IR/ORxIujNy9U9UEFkzr75HGEZXKG/NhNzQXb4XGh+HZ721mckfahpjQ96JD5hdRPab5Zw7wurtv3MRhTCGF/M9LwXwtpJBCCilkvrj7OJPPxT+Z2Q3Ir+pYYhPmme+u/1J+khmqI5BmdgAN/SiZdPZAjLbX0zPIX9xxMN9UfwMEqmyKTIj3jWdnRtrrEpGWG8zXu2a2B2KOHIU2JTPQgvQO5Cc0v3+mme2FfFx+DfkTTT4WT3T3Xzfy3lgw5ybpN6EN5ZfRZvk6xKxr1MR2ExT4ZhsqRLAPQGwRd58SbfESAuheQAzfxRBDbi7asIxEzOmBiGWUmHI5w+9wtKlbA21EDkYL9q4oevcIxDoZggDZfzS6SQg2yX3x8fL4/+mMYTMRbR7rsWvanE5shKbGNcrMnqa03voDMieeRMlv3tjsvTU3RBlAtQmlwG5veMairHQ/aouJyB9cu9Mo+31TBKYPQ8y8p6IM5eXog4Cz++K5TkiHtjWz41FQsjnBmLnPw89ro5vEMgCsE/Lntx7aVD+LwMMP0IFBeialm3yBHoD65jHA6yaz2WPQAclwMzvJ3Z+ol5cKklidVyOWEPH3bjMbTmmMnY78Pja0UQ1gOPV1Ryy0odnvPRCol/yKLgC8lsnRyIfk/L4a997UcCk7RgajcYwsH63IDcgc4EF3nx5j006IlTwWMa9OQOP4ughMHAwsl4NX7QEdQGb4ZnY1Okh7EviLidHeGVlb7IwOxBZigJr8lq+OzOpnmPyrXgD8E/mKvQT5JD/NFmSlH4tAjhNT+0Xb7hHP3IR0vGHT3jjkejuu+QCiKaJ8fwRub4CCh03JnnsugPpVkU5NRwHNmvaBHHVwItLZnsj/dzJp3hGBc3+Iz+V9YjG0BuhBY9INucl5pd6N9SQOaXI/vvUktxx4IP4fDDxrZou4GJcXIwB7A5PPzp0REF/p0OBLQIuZndDgPF9VTO6LuqAxHOSGaTIw2cSuPiYOCAyN/0+Z2VXuPqxWX0q/pd/dfQJaa6Tfu6JxaVV0MLkDJbZ4Z8KlT3b/8oilfQU6FF0KrRNeizXhXGAfd687XgUIeirSh6FoHZQkrWNmR54adUlV7V1pvt0JHeS+ig6nN0Ps5yFozdYbzQE1rTwymRvPd0XzZgulwGEe486HZnYeYlyvg+aw5P+2PcBrp0jvp5Hv37j7MfF7HzRWX4L8hy/utRm8hRTy2RL/FET9Kq7iKq7iKq5P/kKsqN+gxduHlBZyExCz8wbE2qobVbmD87U4MvO/Iz6vg5hNfePzjxALJH+mCzWikqONxFrIzPHSZssEC0SUXR5txA8FNqpwb3cEPKVosf0R82PdPJ0m3p1HNG868nrkYdH4/2jEPu1U5d79UDCy9Lk/WlQvisyYt0RmZ/sAv0TA8zDk//B7QNdqZUCb5n7RDtujKNenImbtMwSLtsmyLYaA9R8in3hDEKtmLiUfi1d93OlUale0+e+GQLdL0GHBm8ikc81m2h74cdY/U1Twu5EPuB2B/mXPDUS+HDt1RBrZd4tSYl6PQADmPcgdx8GhH/3i3l2A2WVp7hm68j5iT8/M8nJYW/pk6NOjaNM8DoFD04CHgA2r9Yn4+x8URbxnfL4UbcQvRayo24Alm+1z2Xv2QADh1QgEmhHlnYn64RM0EVEdsaZSZO7d0LiyItCrDXl7JNV5rif/7SvqYvcKbXMuAq5a4vM1iPnYGYEQdwC/zvtJWZ/p0EjbiE12D6W58gPUp4+jbD7JdHM7xF5dNj4fhMa51EfOAP5T9szK8Y614nPX7LfOCJw8qsk+0gWxXLdFY/e2yNdvR9ZP3Qjt1J6jv4vmp4oR2NEYfUXof9Uo7WXPtEunM13aN9pxkSafvxv4Wfz/AHBp9tsgdFC0EZoP3wVWrNSG6MD3xfbodejALtGH5qGxaAxy5bA7Ar7/FLp9NwKG70Vj/UfA4Q28Y2+0zuneAXW+T9T5gPj8haivxdF4dXx536mh/5ujcf2riIk7DY2bX0EHy7OA29pTvxXy/xNKa+tfIcbtEpRc7DSrS19FY8536pR1ZXQQvEEHladz1PedoQtz0ViY3pfKe0Tkb6eOeG9xFdf/ylUwXwsppJBCPuOSsRc2QszMM5BZZS+0cN4EAUY7oBP14/+b+XNF8r4ZuNwUoKcVLcLdzL6JAKHroizpVH+hQEphttodRdWdihgIr6JNfF2xknnujsgX6J3uPtFl+reQ+V/GetoPsTx/6+7vEIFZ4p5FKUXibiQP/YCDzOygKMsEU2Ccm4BnvDEWzHrA3ibfiHsjoGugmU1BG4OPQh9AC/z07i4IzDrRxSDcMtOdoWjTVqn8C0l8n/wJv0swiILt1RNtrJeh5LuyUfbjNODGYIGANpiJ9ZdMykem8lTSk45IJ+U1mJNHIQbZBwigvB0x2VZDjMp9gG+Z2X3A9e5+H9Ul1cETCGDsG2nORJv309N9ZvYyAs5vcZn5j4g8WXvTyOQjBEiOReyaZRCosxYRjA6YZmbz0CHFg5GHBL6fgUytT0H662a2BQqMd66ZPeWK2FxXMv24BrE990Ob80WQzn8HeMDMdnD3Z8ueTf1mFcTimWEyuf8G0vffBXPpsqiv92iDuPsdCCQE5pv1D0Sb740Qy7CZYGvbIyY5lA7KRiLW7huob49BPhXfQ6zaSmOjIQbmcWZ2s5dFvS5j2H5sEuNbNyKQVUhq148Q8NjVzNZHwP6vXKyyruiA66nQrc5RJo8xO43dKyJg9K025C2ZT6egc48Bu0bdrI50f7i7j6mRzKJRjjVMFh3fBu50WVJ0jfIltxuJjT0A9aP+iL2dM/EcgUVHABfWGnOz/C+KGGtHoTkeBM78x8zOd/cHGhlv0zhS476rzey0Wv032m5DxMBfFo2RV7n7VHe/rNb7UT/aFtXBimZ2F6qLt4CJlfS8Wt2k8jQwx6Sxcwt0WNKMq6LOaJ4emOX/HDMbisbAQ1Hbv4wOaWah+abc1UlXpAuJTZj0pOF8eCno2iVoXDgKWWOsgQ7E/owO27dHh2jXprozs8EoyOYpZvaIK1hhpfcsisbij4CZZjYezfPPoP79mod1Q70sx9+V0AFdHvTuTXS4BmLQJvb1QszZkFRX26Ox8GZTMLDRwLvufouZObIkOhzaHyQq07kr4z1fRYcwiwJXu/vTbUz6VgSeX2YKQHg38BSq27fd/f2YS89E1h4vRn7aW57k5/oWtCcw1A7JuqNTjM/HonXT+GzNUUghhXzS6G9xFVdxFVdxfbIXpZPqo9DirSpjhU+ODdUTATWzKTH1XkPAwh+BxeO+SozDHRFzNgWoOg0tFJdAgFBDZUppI8DqBoJtE2l1if+3o4zRGvn8OSXGllFicx2GAia0NPDe5RDboDX+no98H45BG6hvNliOHdEmtTXqcwbaFN2O2GXfiXsOi7S/Hc81xLKt0gbdgaUq6FwPBOxvjTbSfTtQZzpHG+dt0ZXmWc5NpZO17W5oIzQx2utOtElpRYF09iT8/WbtMbTBPF0VbZ8YmoujjfORiH33G8RknIGC1C3ULh2RRll6e4dO9kfA2MFo43cDYgieiUCq5C9ue8QgXrNcvyIfLwG/a7KtBiLQ4gsVflsKgZFXVnm2Z/SDn0b7Hhn56x553hRt9Osy+qqk3wOBTKt1kH7n+jgw6v9XiFE3ntI4ORONe88if5d5Gqkf7oKYwjPj+R8idlhDjML25D3/jAD8iZXqOOpuLAJvpqLxarn4bWMEUn0+L1eFPnkJcEU78z4SASkbA92afLYncjEwAR1kPIF8PoPmovtQdHIozSkD0Nz1DALpF8vKsyyaj27Ln6ny7tTWZyKg7XI05m6P2LqvRL1+rlIdNlnOpUP3BtWpi2MQOJcY4C8hM+bFkFVK1fkgfj8TAYUvRt5bUf8fjljsy3Ww3qZ6/zdwfjt1vW/kfRxxMEIwmKPNh8fvvRCIlZ5bHwG0Z9Vr8yr5SXr1VxSdftmy31dCDNdpiBXbo0Le10Fj5dHVdAWBi4cgRuqlkeZHlNifk9F8mFi1FRmcWXq7RV19NT7fhmITgA4yH0fB1+a3U432+wMCPkFjwh2U5sHeyErip+3tB1Xy0AsFXr0n6uNJtNZaqVxXGtEptIa4Cx06jEUA9Xg0ls9A48ZWHZT3NHcnf7Ljoj23z+rvu8iS5S1kMbQAI7a4iuuzfhXM10IKKaSQz7h46WT+EcQQWxF4NVh/KZCLA3P9Y2Y+1cjjDOAkM7sK+DzanHRD7hDu8AiW5e6JcZj8bH0duUqYgBb/R6MNnZvZ9shc6iK0YK2XBw8/e+sjNtz72TsTy2JnBDzthtgeKTLwnR6BhOL+VI9dEfvpxhqvTmyN3RDjci93vz2YU13RxuMs4AIze93rBBNx93+a2UZo8/seYqfMoxRRO0WY7oR8Ad4bjzbkhzK1ASzAfl0ggrmLhbYCclWwR+SlBQFeF5vZlmhzNjxPrxExswMR67E7YtWeTon10bD/tg5I5zgEXn8LAV9fQRu92Ujv1kKMlMVQOz6NNqI1fb6ZfPR9E22oZkR+ko/ZYaaAOLMRkPVvxJR+yLNAVh2RRpZWOnz4K9rQE+X+T3ZPV7TxnRU64Wa2OuqXicGV69dr8d5B9eoj5SH0pH88+0bkqwX5zUx+eG9Cm9VKzOzZwN+Qu4xlkW/mayLPXRF7eaorGE7DfkOzvO+NWM4XImbq/DSC8bk48GajY2zUYWL6j0BgXqr/5NdwbcSo3QiZ6X6Q11dW/rkIFOyCAL7N47s5Jr+PU5CJdK1xqmGpUHdpjNuCEgu7/Jlnzexg1I8eivwkf8l7I11Kfk+rjVXboWjjbZJg1V6BwJItUX++OPu9pp66GNUHozF/WcTyTD6E90Mg+jnxuTWeedvMTol3/R0BtG+ZfGDugwCcM9Mrarw71ckh6JDtnKwdHjZZl9wFHGlmz3gdv9iVJNPp9RAAM67CPXl/OBq42N1/bGYnAPu7+2RTEM1D0Bz/+0r9zd2vMfn97YXG0N6oTgeicWMdSkzIWnnuiXTiFK8SSDB/bfxdDYHX9dKulG+PvxPM7FgEXC2GTObT/PK2mV2KdGFJdEg2PlinRyNg6/pIstlARun+ldG6Y3zZ76OQJcKjhPum0PsuqPxzCMsdSuuYhZiNLuuYq2D++HYOOkS4Ke7vj9ZLuyCgdzngimp9yN3vDpbwFaH7WyBrqF5oHdGFklVBtTpJ308F+gcbeToae3sisLIn0qEOD2YWYgh4vRGNIWejtcVXEOO2Lps6H/tRnx2CdH4ttH5PwOhw5I/57Vqs+PkZq2PhEOu2BMBug9j+IIuWe2JNtxY6HOgEnJnpexFwq5BCoGC+FldxFVdxfdYvSoyYAxAYdNYnnaey/N2IAkwkP6WdqcM4yso0BPktGxCfnwdOiP93QZv1zeJzLVZfOr3fCIGCg6vc93XEjEr3b4VAgU3K34EWsIegaNlV30+JrfFHBK4s5BsMmdyNQKDw/PLXqSNDzKfFsu96oI3H59HmeEA72y7l/Sbg1grtOgL5QtsAbTq+Eb9dgFg/DfvXDL04HbFq7ot3tgJbx+9XITPymnXTgelMQoBK0oVTI51/RNknIDC9c/beqr7xsnQ2RiDaF7N27BJXZ8Skfj1+OynpV0elUavPxbProk3lWsinb7cq5dgDbfx/WuG3xD66JD7XZHdlzw1Am9GfVrgn+Yi8Oz4vxDZHgMTfEEP2bEqM+nURS+zqXK+b7AN/RwcdS2d1nvK9AwLx1mpjPzNKY153mvQfGM91ReDVRgjUOxYdTN2KAJnD8vI02B57oIOXRbLfVoh39Mq+S3V0O3BZnbS75G2HxqxLgYMayM80FB29zWNapLMtAuzmIoDjwHo62kCa30Kgbs+ydk1Ms13QWDQGHRRMQv6xP0fj1htLoXFtq/wd2f8HRfpNMXortONJiHFXiRGZmJe3AddmfewaYo6IfN5Daa5upr91QX29X4M6ui46hFyjwfS7oXF80wbu/V3SSzQmbkWDvnURc/T40K/EGG2NetmgA3T4G2g8TIzFzpTGkPVDTz5CFgzl7N0vI4Z6zbVT0iN0OHxHpXwjVy7/prRGqqrLoRfXIYZnKwKhp0Retm6i7IOj/J3RHDwdHTKfghi07wAr1Spbg+9JOrYaOox8EJEchkS+ZyAAey46eGtTf6v3W606beAdKcDWYLS+XRMdePRFa9030Hg0F4HzSU8noTXc+Wgu2bK9OltcxfW/cBXM10IKKaSQz7h46UT6VLSRPc7MvodYCq8iwPJFxEJsk6/DtkqwUtZBIMB14ZPuPWBeMHPneWWWRCrTmiiAUPKbNgiVB8QM6E9EmHX3qqyhTBZBjJ4tgVeCBdDJ3ecGa2BDFCTK4/NMtMjeCTEbczbMImjjPCLSruinLCvf/Ygp0gtFsW1Bi/uP4h2zKPmirOhjKxivA10+PB1tBPJ3zYz8jKj0fDukPIL50ghQ39fd/x4MphZKkdqfQO1WKdLzApLV5zpoo3iKu59nZmsiluOIYC5OR6zhGz7OdCKt7sBjCNj20JPL0aZxPwRu90amhmPMbGy0cy3WXNLPsaiejg2fe9MIvTGzvohBk5hJKb/lTM+OSKNcvog2873QZmwCMit93czeRP3tb9FXzN3vMLNDgBPDP+AtwGgzWwlFtR6AXI1AfXZXYk7ujw4P1g9270Oo748DTkbg4olRnwuweKNsbyGwsNyX74oIiEg63MhYkSTduwEC9afE+/M0piJm+1/i3Q0za1NaZrakme1NBG8xs/dR//6Xi3FZ1cdxpJEClI1D4ACRl56IvT8+7qvLzM3yfhZi0N0Zae2JAI6lgNvN7CR3n5Gl+XcW9PdaKe1y/8ozge8l1la8pzsyl55f12bWGwFaw+rlv4HyPQI8YmZbI9bdFcA+ZvYb4EmvHKF+AanQl25CrEKPPvB2Vo+OwKF749nOiHU21cUwbFR6I0bfDsBjGYst1X8LArY/KmNmN6WPyEXHy1XGivRdf3S4lVjOG1Nic3ZCgFXyx17x3cGoXAuNT2Mo+XqdFldVycqzGHK50LN2keZLN+AH8Uw9WY4Ss/90xEQfY2YT0QHPm8jFy2vAqBiHU/4+AM42s/NRXfRC+vGml/lkblRSO8b8+wUEpo0ys0vS2s7MBiFm9j8Q6/ZyZPnwIALaBiIw7SG0Rqy1dkp9dUe0fnnR5DvekEXCPHQ4fiqhg5V0xsyWQfPyE8g6Zgu01uqH1qa3ufuERuvB3V8xs2Hx/ieDgXwEsnp4F/iJhz/aJvW+/D3p2eVR+UahPjYFHTyMQmuclnhvw33NzLYB9owxqBvSpxfRmP9vD2uweozXaI81kC6sgfrNa8gV0uMuixhMVmQnIMB7OponlkNj9rJofXskGmPXR1YGG8c9PVBgzvnWMIUU8pmVTwr1La7iKq7iKq5Pz4WAvz1QwK2zEAjwKFpsT0ILskm0gwXQxnx1Qovu3yJgcSwyu6vL7EKLvreA/eLzCmgBvGp8/iIwo8n8tKBNxEuUMWWQmfLLwOnxOW0y/og2YN9Bm99uaOP8SwRyfi+1QZ13H4QYHsdU+O07aCO0fspnlTR+ATwQ/x+FAKXb0eZndzrYR1723pmRfmKCfA5tlleKz1shJmaf+HwYMCL+r6lzlNhWP0CHBSmNgxAzo3vo91nA/UmvPo50svL1QL7PXgQ2LLunN+pfkxCL6WLCV2UT9bkv6pOjEBP35wiwfDzS3TfuuwP4Q5W8dkQaqbyDENj6EOoHPwSuRgcd04lo8BXKsVq8ewolH8TzELv8QGr4Qq5SL3+LfMyN9MajPtYaaV6FAp5sTOVI4p3Rhr7N0bmr6SgC/Y6v8vv6qI8s02S6iam2NnJZMRttwseiTf0cxLJepcH0FkPs376hw+1hfaUAOGlMWhLNJw8jE/qPgAM6up7jb2L1dcp0dAc0hyzWjvTn++vOvuuCwKUnIv35bPI2vmNrdHCzNgI4jkeHbhuiQ4Ce7ch/C/J3OZWwMsh+2wWBIzfmddlGfRwBHFnn3kvRGqN3fJ4JfDmrg6nA6pXqEo3Fl6JxKoFO/0FMuzOQNcXq9doy/i4eunIZDfo4pgkmIdA1/h6IfDLfGO07DDEsRyOw67Xod/2QSfeqVLAcaGf/SGXeHo2RKYDVDLSmuQcdyg1DgNoi6LDqWTSWzo4+fSvNWaU8DPyzym8rRb/ZorytKfXno9GYVpPN3KBufhXNU/3Kfl8cuctYqaPqO0u7S3vyXl4OtEaZG7pzB2KR/wetqVrRuHFavT6MAP2T45l3I42Xo60TI/efaGzYLPrVRci65Fk0146KtnkL+Qi+Hq3XB2XvWZmPaW1ZXMX1/+0qmK+FFFJIIYXgYgDkUbi7oo1AfwRaroY2AW1mAbQxXykIxw9N/l5PRr7DDjCzixHjoRob9wPE4DrezP6CAKJJwDvBtNuV8OHZiD+syM9sMzsXbdReMLMn0UK3G2KS/BOBrSBmh5vZmSiK+mUIcB2FNlXLRlnq+m4zsyWQCeM04DwzOxpt9t9CwaC+isxpn0/5rJLUdQS7Di3UH4i8/ACBgpjZLErBzE5z9ycr5Keh+op7K0Uw74qYupsgYDMFzHnf5KtyHUp+eOtFc0462RdtGlri85YoovKsYAmvQYnN2YmF67sj0kl5/T5q21bgNjN7BDFJPkQs6FmIAftFxDL9vpm95O7r1ShnKaPuNwZ76jtoI905rjHAd11Rm/dCIEXycekdnUZW3m0RuHmwV4hgHcylAfH/fN1x99fN7FAUwGgNtBkcj1j2z5alUVfn3H2vGLsGIHPi9REzbgpiH+2B6vx95M/0cx6MqfCneGg8g5mlgDDDETttlLu/Xev9NaQrAiC+b2Y3u/ubZb/vA7zv7uX+F+tJ0r+jUTCzw9z9T5H/JZFunYP8T3/bq/sR3hiNT31RWRP7abgpSvk77v5SIxnK2mkDBKokFv03Ebj7NZe/yx7Itcm1GSOv4XEl3lWNJbYXAh5agyU6D7Ex3yT83rZF4l3zzKw/AqaWQuXcEgGji6O2hpKv9GbFELCxTrzjTEoBikZSYpKPRH3lDXcfVTGlPFHV1WwzOxv1tevN7ELU3nOiHK+iSPakvAeLeHl3f6PeO7K2Wx7N27XkOgT2HW9m16J6GxKs3xOAp9x9eKRbXo+/RvPtDxAY9C6qq31RPS2NmKnDa+hUGrtuR+OXA8ub2d3o0GgEJSZttXLWFQ//4Klfwnx/zCuidcEg1HeXj37xM3QYOgwBy6+Z2TA0P04gDqHd/cNG85DlJdXjC2ge6o3WeCsjsHcFNFf3RfPAu/HOG9GhnKGgkAv58q0jFwM3mdnvEOPzDWCay2rnJNQWL5TlEUr9x1Bgqtkwv/5aKbFnG5FkDbQemtM+irSS3+ypKQ9tYHrXlNChd8OqZFlgsruPTu8nrKcaTG5tdEj6S3f/ZYyjLUj/e6P57ovEAYSZHVBjPbgfmv+PRnPwUmgN0AvpwiZojP4T8CN3Pzc9GGvS49FBwdKoTlsif4OAv5jZ6yq+v9Vg2Qop5H9fPmn0t7iKq7iKq7g++YsF/UP9V9mtDeStpSx/n0e+T19EEdkXYotRYnjsiDYP/0Lgx8to8XWGopMAACAASURBVP0HtAFIkXOb8omFAJqL0IbkFQSEXkANf25oQZzA1qsRMNIQuwiBFt9F4PMfEGg6DLGFZkUZ30KMjsuAAxtI0xBwOxCxGvZEjMUL0IZ0MrBrXj/N6EbWBgtFMI82fQRtqJZCJrd/id92Q5vfY8p1s877dif8rMbnx9AGBQTuvgwcUi/NjkgHAT2nIH9nd6ONc2JjelwzEGMkRQx+u5Hylusq2vhsTDCHynRmEJV9BLc7jbI2PhwFhVkyPndHm/iule6v9rlWHpvRuSq/LY4CSR2C+u692W+90RgxI/4+SAmAGR3t91Kz+Smro80RmPFc5GEw2txeGv3jlGbLTalfvo5MZReqB7RRn0iZ3+ns2a2irDcj5uA8ZEI6HYFyrcB99eq3Qp4Oi76yNgJ3HqYUnXwRxDb8ayM6X08/KDHk0t9XKPMXivrhtW1pw+w9lyMXCk+jMWIeYmg+hsCLCwgmZ1t1JcvvRcj0ezACFS9AY+ZESn4VW4FTG9UbBJQsioDOfaMN7kUg6AVkrL+sHb8Q9blp9lvnarqA5pOPgBXqtR8KSjg7rlY0H7yMQOCNajw7Bvh2/D+dEmtyd3TQcjyZT+E6+fgWArj/jADjqZGXWejg5T+0gbWHGJ3bIZB1CcQk71KvDyFA9nAEMD8UZZ0bdfoyWrd8uQ35qeqTGM3H/ULXvhB1cmLox6sIeKuqYwis61oj/a7IVcEkdKhzX+jcxCjbEXXy/rnQjQ1r3Vevb8XfA5Gp/NKV+l4j/agN725Ba4Hnov1eRmzV/duQ1hFovF60zn1fQ+vCL9W4585o44rs6uijvdF6ewgCZDuhufSi0MmH0PgwFfX9gQhg366j67G4iut/4SqYr4UUUkghn3GJU/55ZrYWWnx3NbMZCBSagjY3H3gDfuw+DvE4tTezHi7/fk+hjfQJyMfUv4C/lTHqPP7+08z2j3tXRgvJ55Bp3cnufnPc1yiLM0UJfx5FhV4MuRCY6e6jzayir9V4x51mdm9kr1G2Rnp2GgJVUz6WQAyK/miztjJaGPdHIOoKwJ/KWT9mtjZakL8f9fp+XCOye7qizWJftFHAg0EWerI/8KJHZOYakphfC0UwdzGwfhFlGgL0AV4ys+sQWPtXIPlUbaht3P0uMxsCXGpmGyAm1x1mNhBFmB+LwIyaaXZEOu7+FPBUsMaWRAyToxCTaS4CJ5dB4OaSCIS4MvSnHruz1cyWReDmGHefhDa15fdV9XvYEWmUyVNoU7s2mb+5JME+bE39Mks/sesWYBrF59aMEbk5OnT5VSN9x+SntIUAdtx9jovZ9ERc6b7UP7aOvO/u7g/Hb0ujjeSq8Vu3smcakqxcTyJfwscjs/tu8f37SK9+Hfc3k3a69w0EHMx/Z5bPv6JDm/fK8pNYs19DDMoDkMn23YjttAPy0/cGcrWRnqlZ/1meHkIHRmcgPV8KbcqJ/9dFhzxtktCPHdDB0TJm5gjgeBu1WxqfUn56kVl3NCtmthwam55H4Ml1KFDQWATYjG1r2klSu5lZKwpK9ri7v4LAjRuzvCRf6NtR0ueqc08mv0Mg/b3AjWZ2B/J1OqVc77LP05BuPRwWJKe4+xiqSzfEdKzpgzPS/5WZ3Y4OIgeiNnoDuMbdh+XjQjYWDIj7HgomYVdgRjAI70GWJ53cfXoD9YG7X2PyOd4L6WlvNLcORIzUdQk/zU3KD4EfoXoYg9YcLwNDzextBDx+gEDeeR7MRxcrfj4z3uSTc2Xkz/rHCCB+O35rZiz6lZld6u5vmHy/T0UHrFNjLfBuXPN92Ua9LI0sUhZ6V1oTIKD2HaRfC4m7zzFZKg1Hh6sboXnwL8iq4pFKz2XyDTRfXhvs2afRmDXFG/R5nI17EyKt75usqSa5+6z4val1WSMSzNSLkfuiG9F6eil08LabmW3s7kc3kWQPNKYth5jdXdA6az7TPtrkbsTk3RX4e9ZWubSQldlk2ZMOiFujvSeb2emUAqa9Y2ZfQOvMU5Ff5vWRS5/x6GCtZ/z+r45mERdSyP93saI/FFJIIYUUYmafQwysPggMmoPAsuFowzALOLPOpuvjyNfmyIxqKWQquRUCBWdQWujt4u5jai3ywkxtXbTofgcY5+7vtjFPfdEm7R2X2Vyle9JGsXvk3yn51fog/v+oURA2QDlDe4hqZeyCNo6rovK9VbZ5HYx87D2BwNA3EXAwGtVl2ohVM01uCdB0DtqAn13hnk6IcTTVzLrGpuv2yM93K9y/BdqUbI4W7MkVwgWNbp7L0lscgT17IJ2ZifT5FeAr3oDpbEemUyXtzmgDtThqr4HAw95AEBUz64UCYxyIgPZ5CDQdjsCml4Hnaul2R6RRIc07EBjkCJR6mvA9GsBumyQD/M9FIPgXyvU/62t9gGOQPs1B/fw11GZDUd97C4GdyRQ9gbwnIdcLX3Yd8HxsYnLDsT5imo2PfA6PcjYd5Cj06VsI2P0+8Ho+LpnZMciNxOrlz8U7n0Es4JPN7N+IzX981MtBaPP+Yw8z2SbL+k0EGDlqm//EmPATFNTnQHd/otkNeozn30M+NCejeQAExE5D49puATKmZ3ZBh0ZtAkljfF0VtVWloECGQL92ATiZPk9GPrr/gcZqdwWr61Zt3qmT7oqoH2zp7i9U+L0SuJbykpiLP0YuEH4NXNeevl2WfifEyJ1Rr/7MbHsEsu+KWKW3I3bfkEjnCOD77r5GswclZe/pgsbpRdqyVjCzldGaYxU0Nq6F2LBLofk/BSR8EY0BNwSwleZ6oASCRxtchA63/txkXpZAc+vG8c6J8feNuEaidcC4+O39RkDNVL9m/8feeYfLVVXv/7NuSIEEEkLoSWiBAIHQq6JIkaYoFgSRjohSBNuXYgMRRYoFAQEpoigdBEGQJkiHhB4ghZDeIL2Rtn5/vGvf2XcyM3fm3ovyg7Oe5zz3zsw5++y+93r3u9ay8cAF7v7bBvPVxaubxKd7VkLzeG9K4zz5+h2JWP/jgKtba+uow3zsPIX2RG9GGpOBGW2Z6yq8K9XNHsja6cfuflVZXn6E3APs4e5P1Znupog5fA9iJFfbg/ZEc8ff3f28SuCrmX0duAC5gvlXhTTS+OyL1tE94+/9CECfjNbVxOz+AVpfT0CuFb5eBfQtpJCPrBTgayGFFFLIR1xis/8U2pyfjDbi30Pg0PEIoFkEbOCN+/pqT742RJvrCQgsmYk2ysnR/xRgiJex7Cqksy3aGL6LTLvbBK6EYncsMtfcCLHAJqPN6FCkDDyNmBQeIMvpiFHWG4Guc7P7pyFz3rp8KVbIT7OSVkFp/hTwlmc+Ks1sAGKw9UNA9ipIiVkUf1Pk5cTKed3Fuip/7wLgYx4+OQP8SRGz+6H+s0kCKM3sOARY1GS3mKKRd20rOJKl0x3YDLmXWBUxnZ9qtN3bk04ou5shkG0RAoPGIZZpiirdBFWjO7dQWDKg7GgECo9FjOEVUZ2vjdqzL3Cdux9TDjx0RBpVytoNKXl9EBhiiN0zE42PsWgM/7BRJSzL82MIEP52jXuuBz6LGD/jEKi9aeRpRcTyOdTl67acadsPBSj5vbs/n4A0wrwaAV81QYL/tmTK/X5IEQeBy9cixlM3dFg1GJn731glnaHAZe7+RzMbFvf+On7bDAUY3N/dX24EJK1Qx0YJ7P49GhdneQO+K7My74lct9zk7t8zs08iM971UHCYP6O2/G69aVd530Ho4OjpamMhykW99VLne1dEB4zPAXe5+8/j+wEIAO2JwM97G0izOwJzR7v7pTH/pH6e/GcuV4Z8Loo1+Wxk3n8ncKG7D4vfUtu0GfDM0ylL8wBgmLuPNvkn/jE6LH4ZAUGPufu3zGwgcg0x3d2/YGYreB2+NGOt3hytz+Op4uu1HWXqjA4Xe6JDl42QldGg+H8LYHd3f6zWGDOzI4DvufvgduSlO2LCb4LWp/6UDqMmo/IPdfcTG0hzIXJR9EiNe7ZBZZ8W75ja6JgJEHBbdFi7PWqzdVB792ltfoq9yp5oT7s1cg+0MdqfLUEHNy+7+x6N5Kvau2Jd+hFyObWnu881sUuXxm/rIZdLT7n7qfWOHZPP/3PQQcg/kOXJKNR+E9B6d1GU78vuPrRS3URfuBNZlTyC3DG8hNbPKZHffsi91yB0iHAacC7aM96A+s8BlHzkrxD5+A2ynLACfC2kkJIUbgcKKaSQQj6ikm3GBqGN+FeRCV8T2pCNR4DTD1Agl/8a8BoyGwXUeBNtiN9pRLELAPIStDlfGNcrZnadu99RbyYy5fN4VBcPIQZtMtk6Ki6Q+fjFJhPYU5GJ3XGI3TAfga6HIwUAxNB7pS3sgGi78s10Ujb/hYDfi7L7R6LAXOneyxFY9ShiHW2NmJ4L4vPlwImmwD0XIFDjDdQ/BpvZJHefVAYSbgIs9owZ6u5/LM+7ibl2ADKnXIb62gNtAV5zpSIAhV4IuLghB+Zb6zvtTSdjiWyI6v1zUbY5lALmTDCzd4DH3f0PJhPjSmzHb5vZ7b588KpDkInm4S4GYcrn2gg03QJ4vpUq64g0miXq5hOR/7Xj+a0Q+DwQ+RCc6e5nNALepeTj70Bk1ljp/an/7YvG358Ru6kzOnRZNco2GB3eNEuWn1NQf1xmZue6AoQs5f0xQ20VrDOz64Bfuvsb1e7J+uAE5LZgZcRG+j80fpNMBDYwsyPRwcgbHky+GIdPI1AEBGZ93szuQIdbOyBgIrkfqbvtYiz0REDAlHy+cveT6k2nTBJQuA8CG34e3++ODptmm9lWyKS6d5QxgSBtMX89mZK1wF/NbAc0X76E6mp4lG05oK4t70sANQI5FiKQ6PH4rT9ilW9O+PA1szd9+eBt5WmmteUTqJ72N7Nn3f25uKW1Pt4817msKY5C68gVwBfN7Dx3Pz/1x/YArxWeT/V3GToQHu06HPla3DvbzG4HTjOZQq+FQKELyp5vIdlc3Q2xaA9GwOvs+Pu2mY1GB0h/9wj81Y4yLabk4mcMAssSq3MlZAExyswGA58ws8TUfwdZo6QDiuaAjI3sGfK+6HIfdUbZ7wPQ3LE96iPr1/uOWO86EXNEhd83Qa5P1kauTxaitXC0yf3CFOAar3KIHmOiyd2Xuhip41k+OGy/9JEaQe6iLC0YnnHQsS5aY3al5F6mvYzNlI+V0VrUDbnvyg/xpqL9QXpPPa5DcPffmIK9fhO114GoXhegea8nquuvIzcpy83d0Sfmmdmn0fp3ONozLopnl5hc7/RE/fak2C98Bc2B2wAPuft9pqCM5yEA9zDk0zwxeQuWXyGFZFKAr4UUUkghH11JG9WtKJmpfw6Znr0XjJP7USTuUxAQ+l8Tl0nj5c2ZDTP2+L8LsKRc0csU7X0QWDMJKRrdkMnop4HbzOxn7v6TerMSf09AAWK+Z2avIuXzWuQv8jco6ModlJTVQ4DfuPudZnYJYtZdjxSR38b/10RZOwTkyUCAxcjHZLMEyNbV3ReY2aWEL1LPGKlmthcKwPBQlI0oz5OIFbkTUiSuifvnIxBkKGI4fgqxKZdjQmV/B1JiTy1B9bsKMNfMrgR+7vLPWW+ZPRS0UxFY0ifKfzbwO5ObiMUejNP3MZ1OUZ6jEWh1BPIJORiBKSnw0Ccp+b+1vA9HHroixsjjCCyDUp/qgQLkJP+Ay5A/wumUzAHJfsulI9JYTnIwOg5oJiG2ZPp9BQSKNCzRX7pQil5eLQ8roX44PgMq3otrBmKEPpGlm4CIZPK8Pyr/UcBRZvY2cs3xOuEj2t2fbEsZKpSppjJqcp/wNaTM1pPey2b2AwRydkVAej9KvqC3RabYqyD23enAr0L5fs/MLiSASjTm/4aiW89HgN097j6/ETDRxKj6PFo71kZjexJi1g9HANTrtcZ5BpAdiMbWfUS0cwSULKTEttoB+cIErWdL0XyU11NbQICTENAJYqF2Q4dUn0P1vAyYamavIVDodHdPvk5/aGL7PRdlfh31z9Z8KBsCNpJrnaHx/cHoIHHnKN8NqH5/1UrbpO8/h0C1zsAzJlPxYZGvoZHHIeVAcgaiL0Z1+3F0SDMVte0vzOxw4P/c/R46UDKAtB+ZH9SyOvwlmid3jzzdFOWpta6mvc9FCMg/EZn0T0Vg6FcQQJjmneFtBO9LL5S/9T6o/ucjJv98YL6ZzYh9y1Fo/ZmPgNfR8e4ZqI9vSXagWq+0lm/XYelIMr/C8X3VfUk272+P6m05FxSxZv4JMSnPQ4cHd1HqR9PQGljRV2yW9/yAtwkdwoDY2ouBt7L9xcrAwrRXjGe6xlx3PQLXT8zWgAWU3C8099/27smytfOfCCT9sZmdj+rKY5ztgfYFl6bH6kk7+uJTAcCuh/YYg9Ah2iwEuA715Q9v8/x5tl++BDFot41rQzS3Povm1f+4+6uxP1qC+slKwG/j2TWQu6LuaJ55CHi+vQcxhRTyoRT/AET9Kq7iKq7iKq7//kUpmvG30GapF/ID+QIwIN2DmGR/+y/nLbnF2QSBnmcgn4GfoUrk9bi/S/y9DrH7Nqlwz5UIIKoaTblK2jOAveL/ecjMLv32B8TC6hyfu6JN8M5I0VsAfCq7/4eIXVy1LO2ou4EIpFi3Rr1OBI7Pvl+BUpTtpIj2yH+Pvz9C4PHBKIDU75CZ9xtIkXoS+Hzev7I0UvrXUHJtMQBt3HdA7KZ5SIlvtA+fi8CzqxCbdwkR/R2ZqF4JrPF+ppOV7z4EnlaMLk0wnfL2KGubbRAbpk+FZ7ePvt2rrO26xFU14nRHplEhz6sg8OP0qMMd0dzRufzeamnUSHsbNH5WbyUvJwA3t2G8NCHW12dQlPFfokAwTyCFfCY6nOrQcVqjvHuhuWaVdqbXhADZHggk25JwmVKt3hG4eAxiNr2MDh761GqnKmPgGwg4HI7mh38jEGsMGvtzEFDZPPZqpPkaOuhKc+vnEZizONqpe6SZIrKfjQCO/etJv4H67IZA6vURQLE/AlV+HWWcQIzruH8CAmdnoLUg/T8EAVKnRVv3J1sHENC8LQKpbo/veqLDtF/H566IwXd+Xu+t5H9zFEjtZDQ/3UrJ//eUyN/HytpxO3RQ+ECUYQGyRHk42uRgNO7/E2290/swHrZHgFnqhzsDH++gd0xAVj1En9wl/j8g2up05MO8PflPARXHRR0vQQcHL0VbrJzuj2swYiFeitbTqWhNegGtub3rHY9VxuZvo89+Hliv3nLUSO/i6A/5WpbW0wMRaN4v2vGd7J4UzG/vtpSnRn5+gXz+VrrnVbRP60TmViZ+64wCSA3uqD6cvfeX0fb/Qe4CTkJ7jAXALcCqHf3OeG/FPUi99U3sp1ObRn19F7lK2BYBtjNjfC6Nv/cC/d+P8hRXcX0YroL5WkghhRTyERUvnUo/hYDX7sjceA3g58GO/CQykT/7v5w3N/nx+z0CYOcg0KoLYjn80N1vrvBcYkathQCEUSY/X52y3y9Dp/MbA0OsPr+W/RGz410z6x35SSxcA24D/uzuZ8Uj/ZGy1SnyMo0SSwukBJzkDfg7bE3KmCgpgFYLiXrtgpS8ntn3OdtpCFIWzkaMtW5eMgn8PWKbzIp3Jqbdakh5GeURqCOv02CrJNkXBef4dfb7NMRW6gEcZ2a3uEy/a0r2jhMiv1e4+0KTX9pX47eXEejQVCGJDkvHS0yZRxEDZQVkuteNUsC1JR5sp3gmZ7okNtZOCBxPdZy7M/gjMuefZmZXu/sbXp9Pw3anUSPNgYjRtB0CM9ZFgbaeNbN9zWwOCrRUkUlUVgctXoHqYwc0lloLSPYscIiZPYiApZHx3ESvEbwt2n5IWdk6ozZcBzFIO8X39frka6JGcLwq0oQU2F0i73VF8Y737RPPgfrNf9z9eaTcE2lNosQOTXPBysAij6AtMc6vocRsbza9bbAsxyHA7lhXkL5OqC43RAcuO1HGzK9SrgEIOL7cZfK6KgJtxqG54mAE+q2D2Jx9kenwS4TZaz3tVeXdPdE8PsbdZ0fdLERA2NtxTw5w93D3fM69AVk/jAH+itpgY8R02waB/b3QQVknM9vc3UdGfQ81s38APzWzb6I5vRcCm0F9cwNkPQF1MOZcvlmHZeVbEa1N6yAm6yao3qDEkv8UAuyfRIdlLyIz+BZm+GZ2QuTtUNQOHRHhPJ8PxwOzzGxjdNB5PSV3DHlQsG2AN70OywmTv82VgYeDodkZmBdt+k80BppqzR2tSBrPX0d190Ck+Q46ID0MAYGO1tU0xl6O689ZXrujw5hm10+N1m82/26O2NsnA02mAJpvofH4LJp7HvSSNUNr79kRsRzL1zIQUD7WFUjsCGCkma3iYi5fiVibHeUzOT1/OCW3E8Q+cjXUX9ZHZau0FvVEB6yPxXMd0YeTnI/mjIPRwVQvtAe4CrmXqWmVkyRj/S5NeYv9Zx6QNbekqbqux5gZhA6Adkbln4jWwmeAV2Lubnb7YAr2tTtiLh+JDt9vQYdSs9BBzisuF2EdWX+FFPKhkQJ8LaSQQgr5iIu7v2Bmw5Gp1gQz+y3yUbofUkhuIfOx9d+QAPUuQBvULyKlbxlSxP4P+I2ZvRoKZXpmC8RWmYEUnb2yTXa+2U7mqsmMsZ4NYmfEPNkIKdPjI18PIuX7KwQ4FBvkBYjZ2h35kXsLONPk42wdBPKNiPs7KhpsrvC84dUDkXVGTOfTzexF4NEEWocCeyByO5GAhD+Z/Pq9hFg5c0w+vqYGaDMlrqqSFIJIfxYCh/PfHVhqZtciwKJuhdfMNkKstEcCMO2LgPrkg24psLa7T66WRkemg5hFT6Hxc0d5O9QA8PL2e90zs8mQtRHIMwwpzt81BToZhfrmqyiA23KRzDs4DaCFsnw1Ugh3oBRYbFz8thMCnF6hDDyNQ4C+Ue7JLl+EudKb6mNXYESF+sjdjHwOzRcD4qftEIt6OjDW5B7jMnf/d/ZsAm02QOP0HQSQLYh3Jf+Cz2ZlrgvIayvgF7Ij8GqdIG9PxM47Ec1r84HVga5m9gTwHXcfUuG51AcvRADMa6jNJqF6mI789DYEymfzWG/Eiloc9byUUr94FPWZ9Ewl/8kpf9ug+Xx0/HQYYlnviurpBsTGdwS4L0Xzy1H1Aho15CBkKv28yWXCOASgjEL9fEqM7Xlxlc+Bv0T9/iTEFrsaHTrNCbCvLwJR10OA2Jiy569BQMcPkL52LuG/EY21FRBzFeo3V05jbqrrkGw0pbqtJG8CW1ea86ylu5HX4qCq4mFiG4GYNP53Al4L8H03dBDy9wrproFM9p9Bc3DlREvPrI/m9nkIZJ+O2NXLYg0fg6yCzqv30KWKHIr2UCdn4+NFM7sPHVqdZwo2+YCZjULjrkUE+5gb53UQoHUsAiPXRYzUDVAdHxEXwEbRR/uhMfVA9JdcUn1sgEDEFlmOv70orZ9rEb5E4/Pk+G5H4F/t3Qdl7dMHgdepv3+ako9bB64xs+cQ0eA5AixEIOR84lCorfUcB1rd0Ty00CUz0KHBH0zB3Zahel3gDRzARxnzQ+0UMK+Fr1tTwM/Pob3M2PJ04rlD0UHsMnSAtRAdwBwaab5kZle5+9VmdpSZrYLa84BI5mTkpmcM2t++gQDceWY2vZ1rYCGFfGilAF8LKaSQQgpJm/v0/69MfpzWRcyQVxpVwtsqmXKxFWKH7OlicCW5w8xGIqbpsUipTczU5yj5rhsDbGFmVyOldzTaXC5CyvqDCGyqd5M9Bim/S9x9uikgzc/M7GMIsOuDfLqCNsITELNjqSuowRXx+SmkPE6lLOhFK/XSiPK3DWIqVUonBVn4GfIRditwr5k9j5SB/VCE9Ivj/lXivvmhyNwZeZ8MjDezsahu0jWpHPQIhtEnEftxpJmdCRxpZg+E0pPLpihy8TRakayvrIHqe0OkdO2IFOnke3EQAeZWqseOSie+74IYiDOBW02BU16gpOi95q2zsrZF/Rto0T+HILZcb6S09kWK7yaozb8W/x9nZVG+OyKNSmJm68dze7n7EDPrgRS3EXHLG8CX3H1m9syKaCztiZTUOSjo3M3ufk/Ka6aIT0WAXS35CQK/DkGM762Rmf2WCGTZHgEdedslZtoVCKxNc8dwU7CdKaj956Do53UHt0EuUq5295kNjN3URlsgs+Ba70hAxX5oHrwG+ceegubsfdE8d76ZHezu01u8qJSfreJ9K8XnmchX6pvACFNwuCsaAQhCTkfR25t9SMbBS7mvxtakFwL0+gVA9SUUAGmqmT2EXKBsiVx9rBh5/6e7t9tHJ+pHQxFAug2at5O58hhgjMk38Ntx73/cPR06EHX+ZzO7DfWHbwPHm9nFwJ/cfSg095cu5fXh7kvM7FuojRa4ewrS1Bm5rXnWI7BhPeU0BaQ6Do2FnmY2D7kuuCqlnd+O+uPJwNlmlgKm5fOlm1kXLzGbf478xy6Xn+zZcn+d9YyLrdA6BZqT0yFB+XtmoT6wUbyrIpiXPTMPHa5sg0Dy6chf9xB0iPOFVB5Kgd7qluzdKyH/rkvLfp9lZrei+fg0xLpcArxpZm8g0PJFdFA2HjGO280kDDBuLLH/Mfnk7omCqB2NgiY9jA4FQHXztJm9hw4Gh7r7PPdmH+nXIXP6/B2prl4CPh37iGfQ+N0fted+aOyemx5rb9ls+eBfS5Af63/He09Ea9JmyNfvyvHc/Hj/Q7E/as/c8R3k0uFxxPR9i1LwtHfR/qaeuW85MbM/IDcsQ9AB3WwqB8zbBPkG/mSVpAYBv0LrxrdRH+2JDrbWRWPiAOAKk9/q/mhNaUJ1OjmuhWjMbYtA7m7AOS6rl44iFRRSyIdL/APg+6C4iqu4iqu4isu9ha+wY9Amec343KnsvsuAf6ffEHD2KxQI4A2kWCWWwES0+X4IbYJfJPyMtSOfhoCem5D/qyOAlcrvKfs7CDFzzgV2KC93uq89eYq/i1Ak+9bu2xABxkMQ7CHdqgAAIABJREFUwDUfgY7HEj4I8zyhDfppwCVRlyMpseTGISXxtgrvOzpri/eQC4ZlCGA8CG3sNwbOjPr8TN4X6ij3atG+j8bn7yHGBwhYug8BSFDbB1qb06Hkb+6zSMF6C5nh3hP9cU5WB/dWau+sXWZS8pvbu1Y9IAb36gi0/jQV/Hl2RBo1xun+CBjYJD7vF+VfNT6fDIzM+ng3FJTuPaS0/xoBaJOREnlVhXrpAnRrpQ9MAw6o8XsPMv91Zb99HrFm70VA2nvRTpPRIc3DQN8GxuFWaP7pRelQpm7/rWj87t7KPckH8zXRx1ZKbZb1o8PQuD6yjvbsg4K/nB71MDP11wbynfrEIASWv4OYUW32XYtAsCEIyHgBzTGfjN/WRczPMwifxeVjqaMuBES9jljQN1JaS9L6sgA4KH83y/s8XgOxYYciQGg76vDVGs+uQksfzRsDG9TxXJqXvoIOlt5Gh4C/QIHVJkad7lrh2W5Rvs3yes2ufgjgqekjGoEz29W6D63hK8Tfcl/hiynNh5cgcHD1+NyZki/g1RFz/9t52VvJW8/UP5G7mTno4GgOOrD9TL1p1XjHZ9DBz3LjAK0X89CB3b5oTkzr5ARKc9EEdDD0ow7oywkAbyr7rg8at5PQHNCPkq/aLgjUfhy5Eql7jFHyUdsbWSS9i9jjy9Dc1S7f1in/8ffgqKvlfOmjQ4fTkPXHJlHnX0br/PkImN2wkbJVycsJyHXBqKz9ZiHQ9K541zGIabstZfvGGuluSGkPka7p6ED/UuQGYFCMob3j92pr3sloH1yz7ikFHDyYkl/0k+N9D8YYWRDvmoPmyEfQXqpD5+DiKq4Py1UwXwsppJBCCvkgSWIbzEDgxZeASz07QQ+zrn6UzCXNFWH6B9k9vRGrbzNkork1YsB1pxTQ4oFGGKU5G8Ld3cxuQr7h5nkFhmB+b/x9jQoR2yPdqnkws7UQMLIqcmEwGSlIiZU3392XRp46o0BBz1dLL8vPW8CPzOwnyBXCLEqmcF7O/nD5Km3ByAvG8SAETu5EyfVCznp4GLloWB0pcP0R63JXBL6ClJTOUabz4331mF2bu79rZpcDVwZjsTvy9XsIUhQcmfxBFfZSB6STTGS/jJSaw9x9sily/aqUWKabIZcCy4It1tyvo877IKAl+VT8C1IOh5mivk9H7T8dMaEWIeVoGgJ5m9PK8tYRaZRLzh6bgxTZ4YiZ9ra7zzCzlVCfGBZlNTQW9wC+4e7XtahAsx8hRt99tGT+LqKGBNv4aoKpFUyuTvFz8rNb1X+qu9+JGN2Jmbd65PMbiP0zFNVVvbIFGgezUP8+Dpn3t2p+nTG3WvN3nPqNIXBkUfY5pf8Aap9u8bmJllHDDYG4i10M9Ifj+qWZHYcAu2PryXdI+n1z1M/nInD40hhPoxET7k10wLGcOexyCYopfzEadz2inNcHM7ArJd/aK5G5Kqkjr61K6rMxt/8e1c1FnvmiNrMvRRlvouQCIJ/Tk7uVFVxs3R+hOfxcdHDxWeDZSvVrZrugNW0gpbr8Q5RvBI3JKehg7TAPFnSwEQegw4+fxDznCAQ0BG7PiuJ0jn7SnEcz2wE4wd2/G32pySsz3T4O3I/8X79Dibn3LBGRvcpzya3G8Mg7yJXF8ehg4TfekkH4RQQgPhGfW10/vKUVwvmIEfpJNBfeiMY+1fJXTdK+wsy2Q2N/Y2CGmf3B5aJhJQS+HQr8whW5/qvICuG7CNwHAYWHAV9FYN6YSL9Vq4QaZV7O8gPNDTPi/QvQuJ+KDgxGuNjN76J9xwbpUcR+rmYFshbaayXfy9NjXjk80vgtCuQ6u96815iHcpc9byJGZv5cJ3d/3syGxPOTyn7vAjT37/bMH+6e3AuktWQjVA/bxt+dETi5CM1h21DytVxLNkDr0KVx/2YIkN0YzSNfRwcYy9CBxbhot0rtk96/MjA71kyntH6kee9GBLzu7O43m9nWaCx3jWd7oDHXP8q5aVwzO2IOLqSQD6MU4GshhRRSSCEfGEmgHwJDTkHgYBMyJR0Z4NR5iF12SnqsQjrT0Ub1ZaQYJ3PN1RE4kNwsWPmztfJW4XNFE3IzOzryPLns++WU1Cjzr4DfuvuEuC8pb1si5W1vpLSvHOVN7MqJiE3xp0huGQJ7EjBdUULx/hwCBMcAd5UDVJGvbZAiMybA1/I6SSaM/yz7Pi9fckmQwK0UoGt1BPquh4DxNVCAly1RwJlWzdYyZemmMO87FYHB6yGG15MoCnoyh62okHdAOimfSxCokPzlTo909kJgxgxgHTP7AjJbnoxcNaT0eiL/gGNNwYXWRD7UVkZjYgYCm0Yhs/DRiHk6CXg36rpZOiKNWvWFFOu3kGnyUMIsNX47Jsr+W5df1k5I+RyO2K/Jt7MHwHoVYt5+AbittYOR7Pc10H72RDN72mXOvaTs3qrgobUMBufuPgX4R/SDhcDZlfp+DZmNxuj5lMZXvUGrVkF++Gr6Fc7S+TEKPvQp5Jcxr69NEesw+QltUZeRRgoamCJZd3L5Mf17pLkHcF09inR2z78Qm3gNNK43QOOoL5p7N0AuEX7e2hiPdrvBzIbF8+sjMHJTBFqsFOWfj8bMS6g/nt8IqFOlPEsjD33Q/Lubu78V68iy+P12dPAw0SMYUqoHky/hQegQZz0z2xOBnWORCfYs1Ffy8qZ5/2A0789AY/b/iKBwJlcEWwI/c/eJ9ZQBASMnAs1uMKJ+hprZjxGou07ceyo6RMmDLL4Z42EsYs86auMX4p5ONcDA4cA30Zw/EIFFR6ADoSYzWxJpJmbzHe6ewNaFiNE3NspzvykQ2UUxhz6E1rrB6IDsGgLIaq3PmtnOke8n4v756BDn6joPG6pKNg7XRnPTK2hdPtHk7mEaAq0mABebAmr9AI2732bPvwzcb2YzENB1b6TfEPCa9av7Ij9PoXoahvYQhgDeteMd01Eb70zLwHgDKLmASYGyysHcNKYPiTJtQxyMxNpybtzXah2X31NHm1QK/pWPg13M7OtoDzIZ+QF/xVs54GuLRL0kf/jNbqAC6F0HzWHbU3KR0JqshOp8tLvfHml1Q4e7aS+1DuE2iFJwxUouM+5Bh4tHAufV6E8pPsI7JvdRQyOtqYjl+hw6dHoSHZiuDHRtbd9WSCEfZSnA10IKKaSQQj5QkimvJ6KN+sXABWbmCFRZEQUE+1fcX9dGz8WSmRhX+m6phd+6jsp/KFIXIgWnYmCpsvvXRorotUgZg9KG+euI3XAUAjhXRpvrwXHtQSnydmLDjKKKBPi7DzI5bULK/7qIlfGimR2PogEndtfViDX8jpmNRxvtIUihfgv5wmyNmdgczTgUkgSMj8ju6YqUiDUJZaSedo20BwKj3P05M/s2AndWju9aBRI7Ip1M2fsnaqueyOz6EGTS3gspLCsihu/i+N2Ac4AbQ9EchRiHSbaL/HVC7JYtkII5OD6vgMbEbNTfPluWrxntTaOVci8yszNQNPcXCH+vZnYPsBsau/eZWQ93n2tmExDotBZi3eaBZWYjJT0dAtTrZ/FQ5GdvPvCEKXjgC0gxfA4xjedUU/ZrALwj0Pj9LnB0a2BwJg8jQPBoBECCfP+NQArxC/F3FAK78+jUL5rZSV6HT0ATu/9t1IfWMLO/xrtnoPY9CgXcahFAJtWDyV/vfDSGE0szvXch6v/94pm6/fe52IQtfE7HnLgWmms2Q6ap0Er7Rj57ooOBBCJ3QyB177jWRaDQQDQ37osO6NolWX9ZHzHz14o8NbdNAFrDgJ8iQDCxCJ9CB3yLKbEJn0TMzfmInfd0Aj0q9Muz0Pp2XgC+hyCTehCYfzQCMye2BmIFq+065K7htuz7TghgewPNSW+7/F3uher3EcRw64nYlz3i0Rnx3HvIVB9q+OuMufOKeGd3NBeugdot+ZzeGLXhl1H7vhzr2Xssb8VxCAKSD0eg7qpoPfkjcGqtsZP1/Y0R4Hw9wZTNfusMbGNmb3rr/rlbk4eQqfbqCNhcF63nG6C+uwECN5eiefjl6FOdUZ16jLvbIr/dlntDHZLNMaPQ/H8EWmu7oDl3FmqLZPHRw2UJMpBScLx10VhIAfyqjd3UFyzKloJ5dmq+ISx16si3m9k6aB5qa/Av4v3HIcudMWgP+A20Xr9iZhehvc3t7wdwaAqAtTZa4ya6+9to7r6vgWRGIlP/8ZFmk+ugbFJcKcjYGugQczkrqySxx7kOOMfMDkKg/9BIO1ltzEF7k77x3rlo3PWL9LdEli0/yJK+3933a6BMhRTykZMCfC2kkEIKKeQDKe4+zMQg3QWBg6uiTebz7v5Ye9PPlNYfm9lt7v5Cqw/Vl95gpMBMbeD+qZQixENJgdkFuNbdr4/P0xDoeV+WzgpQmw2TAUfbIbO1BxDg+znEQhsXIMduSDn+VTx6GlK4Nkab8BOyZJci5f8FtHGfBPw5FIJSQSooWQmQTb+Hkp2COOT3dS0D6Jqfj3QHIsXh92b2F5f5dHkQr6rSUelEWqsgsPxjwE1mdhWq25eR0jIWARgJPB+ETFxTMKryiMXJf2di2d0TV/7OAWhsfIKINJ6B8B2SRitlNnd/2cy2Qsyp7RGIskLUxW3A3XHvC0hx7wb81Mx+iRTKpdFnvoQAid9F8q0Bc+n3v6O+1wcp3wORS4svIbDbzOxkd780A1gSE+yTaF4Zjdp7BuF2AwFPm1NyxVAXGBwA1o8QY3BY5O8dxHTaA4FG3RE4Z2a2q5eYfi3AvVakGwK9O6O+dAaloH9LI7/PmNmXUcCfcobV1VHGEWY2DoEB49AB0BfQmD8rZavOPOVzDabgagtdAR1HxdU8d7cCGnZH7MovIuBiLmrnEZSCKr7q7k8EWNUD1Wt3zwJItlWyvE1FfeC8ODwYHmVaEkDHlym5CWlC/W/7+PwgOhi436scUuX1lQFvAxHTPh2C9aMEpsyIz1PK8lmebprb1kL1t5uJ+fiMu7/rOnjsjfw63hz9tgm50ZlrZg8joCux7FZH89b2iMl8HzJBrnlQloPD0S7zUB9LAZ86IYC3d5TrzXi0YpruvtjMfo8sPvqhMfmalwWVqyLJ9cZuiOn99/I8ImD4VATG/a5SIvWKK1DdG2TuXExsxd4IkO2D2mYjZMmzXdTHkrJ2XR0Y4O7j25Mf5Fc9AeCJLdkXsSonoXa5FfiayQVPL+Bfscc4Gc2TL0bZKva7bF5+EQHlGwAzyvtInYcGBwC/oR3BvyKtvshK4Ep0MNMbHWa8Gc8tQYEhb6mWn7aIme2GgkEOQP30FuCsKFvXBsH94Yh0MBVaHhrm6zxqs60puYiq1k5nmCwFvol8fTdF2lPQupDW8W+gel5iCsx6NNoTjkDg61NoDe2CXBj0Aua8HyB2IYV8GKQAXwsppJBCCvkgy1LETPlX2Wazbl+t1STb+J9JYwyEapIUu53QxrQ1s9d0/64ISGg2bc42rvcjRaFZ0ka7dGtdJojp/gOQSfz33H2smS2jBDqtiFgqm8V7mtz9UeBRUxT7byKF+TFkctYDAY0HAQcittz11CF1AAaJwfGEmX3Sy8xrs+eXIoXwfOBck0nqn4En3H0OrUhHpROyJlJkxyFQ9VPxfSfE4H4LGBJgxjPlD5f358hbqotVkILzLgH8xD0jEYB5c/bcko5Mo5ZkoMpSFNn9ZuQ7Lx+rbyNwMJkap73nDoiZOs7MNo97ziNYkfWOb3cfToBfJgZ1AnLWRGytLRAjFMoAbgSQDkKgw1hUDyPNbBFiUG6CmMvQQLTzqI+JZvZPdJDxNmJRJ5cbayEFdut4b8Pi7hNNJrSrIhAn9b/+2XU0Av86m9mj7v4pSmcfY5CCvTtiOoIAzgQO/YHwY9rgXNvdZBq/NjosmmJmY9E8MxMBMTOqPWwllu3XELNyNmqXldDh0ScpMTJvN7NfI3BgBprHOkxiPhprZj9EzMq/I7PsN0zuCA5G9XVa9lgXxKjrhvpeAvimI/D5RTT+nwPedLHHcyCqPzqE6hHPDYrvE/t+LRSkp+bhHqW+vi8C/EHM22fNbBSqw3Ujv6dVWFMHIfcfyd/rNMTkfIgGpNJcb3KB0o2Sz+lkDTGy1nPZb0vQfFrVN3K8Y2GVw4wdKLlaKX/XLLQWDoh02hW1Pebd7SLdd1yuelpY4MR9w4Eb0Fx1cxxWjUcHsBcR82J79j4B9s3K353aN/7vggDKX6ODnCYEfq6IQPcTAlCuRw5FffXPZnYZ6u+TgenuPrfGHiCVb3dkQfQ6Ohj8KjooeBeNkV8ga6HcTcRZVdLaKcryOxejd1t0CDAZjZMZCJCvyx1CLUn9xeQW4wLUry9CAOfGAWLuD3zRzH7h7m/USi9J9MGKa0W+zsc9nyMOuSr13XS46u43mtkt6LBnJ9TG/dCcex2ygnrVzJpi0fgl6j9fcfeHYh65FbFkj0Fr2truPrP8nYUUUoikAF8LKaSQQgr5wEkw0r6JWBOOAJp/ALe4fLN1iDN/k1ndIlrxkdqg7AQMqxfAQorgy+UKVTCgpgBHmAIdvOnuC8o22o3KJqisaXO8OyVTxyVIqUnmvZYpnlsiBf5cd785fuyEAIn7EMvxTK/AUm1EEoMlyrgtYubUCpY0AtjXZJp4HGI7XolM3a9y9+fqfG+704k0Ng+23xqINXkqUkA3Qe4E/mlmd6P911LE+qzFGkvK41lIAT7XxUrrjJTbHZFSflcVkKFD0qiRv3UQa6s3aqfJyK/kAsR+WYwYUwksWwMpd5sgX4CDgD3jt87A/7l7RbPRVvLRBSD631RKbMUW4hnDML46EI2/7ePvPkjJn4eU2J8QPg4bATxSH3b3Q7Ovk7Kf7mkCunlj/mTLy5ObnSYff5hY7MksP/XFEdlzjpTllI8NUVsMRGDc08BD9YIQqbwmv4C/QEDGMtTWybfsSKS4P4VA+NbkOMTQPzaeb0KHPT9GB1ad0Tg9BPl7/TmyEugwxlVW/ofiPUci8PeQeP+DwCWUDgyWmtnLqG5XRXW/DppXk2n9PpFOFwAzu8zdT8rmvVmork5C7M6+yC/0aBNTdW8y1mi18npLZngCrLZGgPDuCBwHHRadB0wzs1noAC0Fz5uRzwnRV5IbmYbrOeaLs6NMU4DpJp/TE+PzRM8CmrWSVs72y79PdXJmlO2y7OfUnkvQnNQdmB9zYWKdr4ja6t+Nlq8sH03IPPuHyEd99/h+LPJNe7GH+Xy0/d9M/mDPQBYToHmxKxoHJ5WVod58JDDwYNR3n0RzwVh3n5wBrxZA+Lfj0OgriHG6IeHqwt3vrQecNAUU248Sm/kSdPgyhpILlnHA1RXm1WRhcDA6rDjW3SfFYWyjwb/SofP68b70226RdjpYHUApqGInynyGt1FOQ3V9jruPMAXnS3PwFHTI3Q8d5LQL8M0l1oS7W7knP6Bdiiw0hiEwG2gxpzePMTNLFiUPR//uixjEo9B46wbM6sjyFFLIh00K8LWQQgoppJAPhGRKwuGILTYHAYGrIEXwi8A3zOw4dx/WznelTfoOaCP8biuPNCJbUwqAVUvS5nQLxEgqz9vOKCIwyO/dX8zsNaTATCBMxLyOwDKZojwCAU5d4/OWiOEAUrQGUPKZ5pSUlz0RAHJPlselyMzsJuTXbmvgwQ7YeOcM4leoAr7m73ExY88xs98hYOSHwHFm9ixS3qr6P+vAdJLS/567jwlAcAYCPY5AoHdXl9lsuVlpRckUyUORApuYfecjFxDTkdnzVCqYW3ZUGmXlTCb7uyJmzy6Ef0IE6r+N2EqTzewWd38WKbPzEBv0JUoK9kqUzF83ir8NsbtM/hu/gZhEqyGw9GgEYq3qNRiC7j4atUsz69fEnl0PMXhbHMrUm6/UtgGCfhyxwx2BZo8jM+mlZGz3tkqUeS1U3unuPt9LDLeU/+aAeNF2nQjfw5GPxH5uq6QxezACFQ5ELPv9UNscisCI+QhIquraIpureqN5cTEC2Zaa2UkIID4HMbsWIqDseNQXZyImVodKtPlTwFMmJmPy3d3ky/ufdGCqK3Bbubl5L0qm5usgUC4xSZvMbJm7v2Nm1wDXm9kDiAE73cwGIzbw3mheqjfv04gAd1leVkSA1Bbo4GEQArIGI0D5ScTW+xSlQF/NwCuNuaFIIM5AtJ71R+20D/Ib2xUxpBcg9zVfqLNc1Q4h03eHU2Ktp2fS2P0H6jOHAb8pO3T6ImqjJ+JzQyzTbI7YBQG/c9HB10Q01+2HANYeZnaWi1Wc8nw32vNshfr1ItTv3vBwpdGGtTXdvyta046JdMeZ2STEHh6JAkCOjXfdZ2aPoP46Mw616maFxoFS8hfdFx2k7oz62m4I2J3u7ldVSDP9PxDtexIo2nDwr2wueR31950RCDsYeDHmwo1R/0/ueNoFGmbv3AJZVqR5dSvg8vh/JgIuW2Ovt1tiH2JZGx6B/KA/F5/T+OyB6mgmMNnF0E178k4o6N98SnPABgioHo3Kug5aT2oGASykkI+6FOBrIYUUUkghHzT5HmJenZWDrKZAIDchE8mTvcy3aIOSNpA7IUZpzbTqAV2yTXd/IvhBK/en9NYgY61l37+BAIv+SGk4CIF4IABtPgJKz2kA8Pwbqt/LzewnSAF4w0o+3WYRSmcoJikS/ArIrHkz5HN3WQY2LkJsocSkSkBMe2VH5NOxYr2HwrBvvG9dpKytgQCZYUip3zF+r6o4dkQ68d3SUDQ3DIbXZ5HPyqUIdHse+dccBbxuMsd/pQJ400JMbMI+wL0B3PZDgNYZSGG8CinUVYHTjkgjTy7+no1M6Q9DkbPXQ0ptYrQehhh0z+YMvajvJgREzPUIPmJmT2UgeM2xlgHAWyKz2B2RYrtN5GEOUg7PN7OL3P3xKukkFx6pny8NJTW5MSiPtt0qEJMps30R2HQQUrLnIVbtYhRA8PxK4GO9YvLB+Rc0Jt9G/XW0KSr9eHSo9JhnvkYzwPNYBF48YwqkNwWZmi5ECnRiwzVq4rw/8Li7v2Bior6KgOazoq47I2ZsPa4tTgd2d/ebKAEi+yO/h9cAy6Ivv4DA5XuBU8zsQX8fzF5TXbR22JUB7+V+rRdS8mudgmclULP5NjNb0d3/ambz0Vy9EeqjT6M2+o673xgP1DXPlgGny1ym46/HdUt239ouluGB6EBtJTMb6u4PN9gPcknrwUFozO+FAM7F6FDvC+iwdRlhKl0NmK9Hsnz2oco67O73mywQLjKZhz+MQMitEMP0GjSntQXsTAdLB6H2+pxHwMZohz8ik/6vI6uRh7NnO8ffF9y9JnuxXsnq4zYEvv4bAZorUbI8mIkOyAzNxYsQON0V2N3MXnb31+uti+j7Ta7AWuPRfHRX9ntnApylzBVM1qdHR/56IJC+LcG/Upr3mtnrwJUxL+8CXGFyTXEO2t+k/LXLnRU0u5qYDPSOMd0bkQiSP+N1kPuZNyJ/Hc4Szebuo4EfmdmGsRb8PK7n0rvN7Dtor7IG6hsPm9kF7j4r2nIAcp0EcCeyCpmG2uXb6NBtEuFqy9rpqqOQQj7U4u7FVVzFVVzFVVwfmAtt/vaN/1eIqyk+/xABGWu18x2d4u9TwK/qfKYLUui6Zt81IWD0J8i33ifR5n2L9I5W0tw07u+L2Amt3d8HsZG+j5S2U1M9NVD2QxAb5914912IQbIQ2K/KMwPQZvtexGLJ6+A7SHk7KNVJO9smtfVY4MQa960e+V+GQIQ/IVcBf0FA3OnIRK5mfjownV2Rsr8k0lqAzHlPR757n0RBc8ZF2d4DjqlWZ1k97IOAgdXj849RZPJ03/cRi4fyPtQRadQo7wTg8zV+74XM6vPvvoAA3lGI5fZXBFI01GdSf0fg5vPAVvH5UuQfGgQG34UCFzXUL/M6SP+jcX4mrYxrSnPLdQgU/VLkZUsEaP01+scp7RgjfRBwMyTachkCi2ZF/5uBTMYrlgsBoKnPL0Jz6jPIz+uJiF3ZyJyS0n0VOD7+HwZ8N+uDO8Z321brZ9m9g9Cc9A5wFAIu1kTj5mOpD5S105FoXqur/74fFwKIJgB9atVVeR6z+tsBRQ8fjFhl6yEW8bcQONKzA/Nq8Y5OWb03AT9F898UtBYvo8SKvyrysjewYp3vSePhIeCS+P8fCIRM5T4FsVQ7d1DZNkTgbr8a93RGh5tDEFCWgj5e2p58ZHV5GwrY1SnqtVN2z/oIkPx2fF4DrTeT0Dr7HDAofluX9q+pnRHj/EKyORntaQ4l5ot4750IJDwr6mNajMW+7akTyvZyZXW1cnmdI1B4AQL3uqB5rW+k8Qe0ftTVByO93lHHE6NPvxX9exrw8Y4aV/GuFaN/j4y8b4zm5i5R1osQwA7v03yVjbtL0aFr+n4pOtRKn8+M7x6M+nk2xs4QBB6n9vkY8oO/LPrJlGifcWgf/RaltbbVvW9xFddH9SqYr4UUUkghhfxPxTLfh2a2KtrIbQrc58uzX4YgBXRyeTpV0q7GCE3shk2QKXatNLZA/mc3QgyN0WZ2n7vf5WLfpYi2i5BCuxiBQi+b3AQMRwr5dGC+t/SL2gWZpk11d4+0nvUqvlPd/R3kX/ARMpPKCvVUqRxroU3xjSbT7y9Q8vM4EoEaQyo96+4jzewUBCb+G3jLzBYiH1+DESPl4bi3vYHQ0vNrkzGCK0gXxJRaBYGe9wK3tuH97U4nmK7JxHR7pGw+j4DcUYhp8ypiaW6IwOwd4p5qkvrtAtRfTzD5R/wiAvAwRYTfkAgcw/L+6joijUrlXQHV0yCkrCcfwInF5B7sw4wJehIK2DECgdErI6bZIcCtZnas1x/cLDel/SelaPNbEYwexDRdlxo+g6sm3nLOSMy9LyJm7S9aeTYxfg4ETnf33Az+FeAfZrYURRS/0VsPnNQsGZvpY6jNPodA7hPcfSsz64/mnoEIRGvBXs3K9Qg6xBmPQNcUUOdY1P6OfPed6+73VSjcAAAgAElEQVQXt5avaN9OCBxNAQKnAOtl48gQG3l8WV5aJBV/N0eM3rmIhXgpYsLNAS4zswuBR13Bi9IasjowLeXF/4vMq6yOt0Xg0Lxq91Yqd+R5RUpm1Y9G/sdQCrTVoRL5KK+jDdFBzJ7IVcE6CChcD1lgfAK5k1gL9Z9H67C6SO2/CjrcItJ9htJ88S80ju8C/tOAJUcLydphewQYv1PtXhdr+hLkE7c/qovX3H16tWfqkay/X4IORtbN+mkq1zI0zobH2nEtmrt+hermVGBuzM2/R21RVzDLXLL3bYWsfI5394UmU/QlLv+pdyBg/0DkWuflmEeeR24QHkdMyeOIOaVRiTqptJ4mNnYl/7yP0QHBv2LfsyVijp+C1uJt0WHOy8CdjczBdbzP3H2Bmf0RjZVXEcA7N959IHLzc2Z6hA6KYVBFdiD2Zma2CVrbU39cDVk8XQZ838MCzMw+i/rc54Fr3H2OmQ1z98PDYudI5NN6Ntrvbo/2o1fGO9vNHi6kkA+t/K/R3+IqruIqruL6aF+IDfYgUlQORIyLIZQC8SSWWy/EJvt7fG4qS6c78jvaq+z7VYAeFd7bHW0St6rwW2Jk7IXYWtMQYPEsJTbQPxATowcCZndFJl5XIFPuEUgJX4pYDy9EGrtk7+mc8ouU9mXATvH5GQRqfh2BPl0bqdfsHYkBcXHkq3f2W0NpRj7OQIDbPxAT4htAl1aeq8nuqNCWmyAm7rqtlQ0xC29GAPcQxGbalAbYF21NJ+snX0EgycD4vD9S/NdB5p0/Bf5ZT11UqjcE+L2NWDs3ApvG95shRtrpeVt3dBpV8rYDYrNVZZeV1e94pDyvmtVbb2RavQz4Rhv69n8QuyzNEe8AR8b/6yE2166N1nuV8fMY8Ns6n+mJxvxn4vMK2dWElPLZKGp9W/JyAfBw/P9jdGDVPT7viNyzbFkljV5oLvp+6sPRPqsj8PUV5C/zr5HHT9XZR1dA82ViwH8bHUidG238EvBSA/W3K1L+T0OA8ksIOFiKwIor4r7uaE66FdinLW3c3itrl98hILEtY3z7qO8niTUCHQx1pozl+z7kP5/HJlLGKIz+sSYC8T6HANrl1tRa6aM551fx+Xbk7iCN273QfF+XRUu1uqDlWvdwR9QZFViZdTyzAmK+Tkds4Y8h/9Np/N2E2JudELN7BLBn/H4Amiu7Rd++Evhj3k5taNeDkHXKx8t/jzzcgJi/vSLv30Gs1xXjvnORC5Oqdd/OftfMAi5/B7IoujbacygCBfdvLS9ZXzg1+vSaHTlm6izX1mhPMQqtTcvi/8P/C3lI88oM4Cvx/2Hx/pXi8z7RRzeIz13jb4/ov3eg+ccQYPtptJ/ZG6071yPf8dvn7417CvZrcRVXhatgvhZSSCGFFPK/llWQ/6+vI7Zj8oF3EzKtfdXMeiHWzQRKjAHt9Epsl70RKHEx8mm6MgJzvwqMDx9WeVCZPoi9V4tZdGa883gPv5HB+jsGMVuOdfezEathFPCkmV2PFKceCFzqi0C8zVCU6Tzfi5FSBFK0vwi8GAxgR8F6Do30MLMpCAweCjzl7rfXqtgy2RApec0+C939vUb8Orr7C5QibfdA/iHfy/0b5pKlvZOZ7Y3M31IAl9UQ43mCi0GcgmY4AnnnUQq2US0/SxHocquZbYraey/E8rnHzG71Otgx7UgnlXswYuYlBs1nkdJ+NlJaPomiMa+PomvP9Tqi3EddgNg/LyHl+BZ3TwHiTkUA1P3xebl27Ig0mgtrLYJzbEJEwjazhxD7dDjyYzcamSEujfdvHu+90t1TwC9cLLMLg13+FQSoNSK3ImD7N6ZgMb0psQcPQuOyrb4bm7MZfwciFmY90g2x/I4A/uFlzHQz2whY4GL7N8LyS/etTimYU2KTpneMREy+vYFXrBQ0JY3F7dB8+zdowdSbBlxtZrsg0OBbyFz2SHRoVDlDkXdXgJZHETMNZMK6LQJyDDGSz47y1yyzK2DYk/m9ZnY6Ag+6IzbmseiwazFaM15APko3Bd5ysfr+21G3t0PzciPvTFPfTmj+GI/6zVOe+evNb34fypTmsZ3R+rIw/FZuhILvTEJM5inEeGpQHPnWXCs+34jA/VtNkev3BZ7zKhYt5WWuo/w7It/krdZTVL552RqYsacrsTJbk/7o8GAW6qdfRQGuOiFws3ukuyECZt+kNG/tS/ihNwX/W4XSml1xna0mWZleRpYNF5rZ8WjPMx/NGQMiDwtRMKxpyCrmNheDcyV0YJYsCFq1jGhD/sr98zYF63eetz34V/rNUN0uiue6Ei5X/H1ix3vJ0uBFMzsSzaN9EQD7aj1rfwfkIa3TPSkxzrdB68XpZvYgIji8EPnCSxZXC+O79V0M8U6R/3cj7w/EBSiompldC3wr+sz30H4iD5BWSCGFUATcKqSQQgop5H8vNyEW5SpIOVsfKSVbIVDrAARkJVD2SmQemDbXKcDFfihScIrs/CVkrjYdgZ59zewr7j43Nu5jEOt2OcmUgl0QayABr50QoHSlmQ0CvmBmv8+ArATkzYtrCgqu9DBiEHRDChnlyl5sau+I9yxCDKNVESCdAkwMQArxcUhJu7018DRTMO6OeuiGTBrNJfWAbZsj8/D+8fwd7n6TSWqZ+CZl8US05/hLpLsNAgM/YWYTEBPk39lzzwJfqgWcmtn2COiZj5S3vsh33hqoLxyMFIh/1lLU2plOqrsp8exmCDQahED1Y7N7HZlwvooCbz2L6nFurfwBuMwib6zw07UIgHw17ntf06Bkgn8i8k05BfkD7IX640EIDOuFwIXLA1jqh3wM94KSAhyKnSGgdvv4rRGT8dvRWPg3YqbOA3YxBQw6DbjcI0p4WyUOBpK/59fqfGaKmd0A/NbM7kTMsrcRiLILYg7eFrfXHaAuG6tvAluYWTcElh2L6u8JZGK7CaWgTuXtuUa8bxA6lEp+GBdFW8xCrNmZZjYU+a+uGHzLzNZGY2CGuy9yHSYtjry+CxxpZqeh+Xyqh/l1a6BY2bu6mVycXIjmj3XQPLQ+Yjevj+bJNVFfXgKsamZ7ls0p76ekvG5KYyAdhA9YBHy+F39XM7N1kaXCcAT+TXL3ee8zmLw9Ask/i0y0NwXWMbMn0GFUTwTevOhVXONUksjzMDNLh5+3oejpR6H+9SjhRqfSXBhr0Lpobu6H+u8DvnywwtQOGyDGab15q1Sn6bvDyVz81JnmW2b2cbRuD0DrwgDUb9dCQOaPUXv3RmNuJUpuaxJotTKqn7rKUiM/o+Lw4hLk2uFhNB+tj+bsieiQ8GdoLXwHucyBEuP5vpRce/JSLma2IQJ0R2ZtfywCqK9Dc8t70f51B//K5o8X0d5lg5RWR+a/msRcOhCtG/NRIMKawfo68t1RP4NRnxoXPw1HfetINP46o7G3GjAnm3dXQevDbDM7FLXFXEoBw8plW+Br7n50fP4pqvdCCimkTArwtZBCCimkkP+pBNAyO67xwPMBdnRGCkkvBED2RwzCydBCQU+b8B0QmJXYMycC/3H3Q81sL6QUb4vM51LEda8ByvVDPgbTZ0OAUbr/ERQw6d2y51ZFCtN0YJy7z44yLkWMgnrqxCkxjRLDjYyFsjYBclCHMhSgcS9kDn+6mV3h7uNaeSZFlN8LsYn7IJBsV8RsvAkpbquZfFdW8teZFKBPIH924+PzhUjpPBlFVT7GzJ5PyrS7j4531JIbokyrIQBrAmKOLUAKRhP1KQBtTifrC7cisO9UM3saMV1GIH+Cq6C+eS1itx0Qf48FfmJmR7r7EznokIHe6yO25Yuo7t9ECtR4VyTpp6sVqiPSqCHHIADlmy5WZWKvb4xAhp2Al6P/NEVdLAT+z8y+WKYAD0SMq+T/tm52l7uPM7ODUH/6MpozzkfA9/Xufk496VQDv7PvByHm1Nv15g35alwRgdT7IUZZN9Tv/0qwQGmbf7xLkanoQjO7BbXH1SZ/fB9HwOsz0IKFld7zJAJXzjCz1xMgGrIfOpBKwPCaiElbTa5CgNyLJl/CY9H4mYzaYLaL3dyoH83uZvYtNM9NQ/Pg2Mj3O8AIDwZ1sLvWRqDsemid2JLqQEGHS4yzFdHcPKwNzy81s60pRRBPlhyfQGvQu8BYM5sP/MTdGy5bKwc8y2KN2BTNExei9jsbHW7MCgBsIHBC/P5Co3nwYPLGeniRmf0Otdtsd59RKY9xOHAAclmyXnz9KvC0mSWwemgCpmOdvg65JGmzeHVWZr3Pj0LWMI+l70xszv5oztsEgZ97oMOJA83sGgQS/jIe2RcBX4/H5/b40rwb9a3Dkb/eNZFJ+s1oHBuaR5rQej8injsWrY8PpqK1Iw/NYhX882Zt/310sDYv7j0JBVvthED8w9x9fIVkK8mhCPD+s5ldhg4XJgPTK4D37Zbof7uhOXpjVJ8z0CH81e7+545+ZwVJB3ofQ3uutDf7GzrQ6Ynavz9aM5P1VVp7d0QHB04Exov7njazN9D4ewnNAXNQP00WUWujA7CG58FCCvkoSAG+FlJIIYUU8oGTUNIWoc33NMQUXAGZS78X9yRQIbHGOhEMMjPbHbFNjo/fRpOZ74WS15oiswQp8Gea2bMZqEswzj5OMAoSkBvvOwWBLA7MNLPxSJGZgsDguk2xYiOfm/bORyyKCemepHC2wgTZGLF3ZiFG4lFm9gpSKl9AAO/bHkGSUtLx92cI+DjW3Z8LgCcBt6sh5ezfZEB1Wd66IsDpZaTkb4qUv93d/TEzm4GU/Lr3JGbWGSmosyNv45BC0QkF3ZlWno/3Mx13n2hm5yCA+T1Kvj3nInDgDOS/dwUEIsxDAWauQCDY4d7SHD+9pz9qu3WQG4tl8ew7wSJ7F3jE3e+pkKd2p1EhzTTWFgIPps/B6HmNjBlqZk3ZOBthMkv8GQoycz9S3pYBJwFdUTA3aABgiPRHAp+PQ49BCAQe2ghAVWPspGAoO6C+MbPKfdXS/JWZ3YrYrluhfnUXCqq3oJV310p7NiV3Cm+b2QkIFFsPAU+/cZnuV3p2jJmdiwC0t83sVQQqL0Q+AN8ErjWzAQiM+1V6tEJy41C/OgKx9EBzzFgEPA03szHxeRpql4omy9lhwXrIP/FuqC/0i3cvRubSnVB/OguZ8M5F8+uISuk2InXMo7We2RLNzWNr3NsJNXlzH8/G1PrAme5+d9y3YaQ5GB3mbYD695k0IAnkqlWuqPcuCDz+GPJ5/XUXK/9ISgHt5iDLi/WAF6wBlzUmS5FDEZA3A/ibuw8jc/tTJY+fQtHhh6E193B0sPoumtt+gQ62rs7a4qx68lRHnptZme1Iown5v1zsYuG/TskMPN1zM3A58DXETN/MzNZAZbuG9rtOSful+ygxWDGz3qjPLorfn6vw6AwEzr6YpVO31BhTuauLN4mD6Rj/awI3uNj4qyGWcMPBv+Kwej+0/+iHmL/voD430sxGoDns6kbLVeFdeTDEG1D/PArtBwajg+9rzWxHdz+5He/pg/pID7S/mIHG5YJsLsnX/mfTnOs6IJ+D9o/DIr2u2Z46PX8cmr/PQ+6wzkH7ojFo/O8c729Ce915lNpjW7SfqisobiGFfNSkAF8LKaSQQgr5wEgonRshxXsO4TvS3d+NDWQ1xb0TUiqONLPhyKTqaXcfGresh8DXN6Bus9dJZnY5UuzuNpkRP4+AouOQUnh+vBvks/a7iDW2G2IOzEMmnAlM/h3wjNVpWl0pnzkgm6XzJzO7z93/WiWp8YhF1Rsp8QMROP0VBH6tiIIn7Z0r6wGcbosC2TwXimRfFJQHtIFfl9rMtrWQWWN/d/+PmZ0IjAzg1ZDyt1oZ8FtRMgVnMPJF+M/s57o3+x2VTi7ufq2ZPYf8Un4HKUVzgRPd/Ya4bZGZ/Q0BsD9DQMr5SDGcUSHNx8xscPw+EIGom6O+txNi5y5Ffmkr9qmOSKOCXADsYWZ3xkFJAhmSQt0CYIovfmlmr6H+9lnEslqKgI1j3P2JuK9uJTj66OrAnACvH2/tmVwCcOob+Z4c4EgOGKTy7IrYlosrp1Qzj28hxvEN1e5pC+hX9o5HkfkoZtbFW/F36u5/i776JQRorY7m1huA89x9vJkdgthuD8Uzy6Xl7t/MyrAaGk87IebUYMSiTYEEp6O5opokttbBaG46EDEe90Ng2y8Qwwo0n+8DTDSzC1EgtFatGeqQH5pcojyHAMfXEUO8HnPhbdA8NzsOddZEjM7cx3bFsWVmayKGYzK9XkoJUL49u2+VOvPSLC72eX8EIr4TAExu2ZD6yebxSF90IJXW2oGUopjPRoDOxJR8PXkwsdMvjTSnIN+4wxCL8Sy0ntxTpX6+jOaI42JNXh2tH4tM/mInoTUN4rCkEVC4Sn6XY2W2IY1von3A28CkAPomoHEwN64Ein8V+Gb8HYnWhfdQQMvTOwAY7BR52QPtq55FZvDTs3s+hfZe3dAa+KK7j3T3ixp8V5v881I66BqM6igdYhxJHNK5/IluFOX4aWvzpuuwul/kqy/ay+yM2nU3tP+Z7u5XtXcORuNrGZpTJyEz/HRocQdwtpldjA6+73L3B6qkU1VM7nQup2T5NB31r+FoLE0Ecv/011Dy1VtRvLIbhsOBnh6EAxNjexaypkiM2WRl0A0dvj8Zz+6IgNv33a9tIYX8/ygF+FpIIYUUUsj/VDLGUw+kdJyCQEtDCshsE9tyOooYvxzA6DLbvA4p6jcjNuepkX4vFDX7ZZeZbqub7EzZuRGBU6eg0/8e8f10xMD4Q3xehhSnh939DJOP1z+5+09N/lL/jpgjKe/tAVoq+Rw9GG2Aqz0zlwCmAqBIAcFWRWaVGyOFIW5prqONkOKZFPHN451vx+d1UNTrFq4XymQSAnGuN/l/XBsBj0QediJYa3WAf0nB+Q4w2MwecffEmMnN9tcBptRIq6PSaSHu/qqZnY1YLtOAI1xBlZri92UIhN8c1elIBE5PqZHmDATMNpu+Bmh9L2LXJGCklhLa7jQysGZnNE43AmaZ2V/RAUnuomNdU5CUj8d7d0OR7u9GBxnJp+5MD/PRdIhRb12bmHTHouBQmNl0dFgzAgE7Y7yKaw2Tifi5KOBIdwRIvGJmN7v7Pan9s7xMJcDNRiXqOfmrXg6UDjnOFNRtOQC+znc09y8vmXanPjwA6O7uL+X3uxjDv4z5cSUEFOaK+n1oPptKFTFZI7jLfcW7yBXLI2X3bIjAtk08fPy2Mv/uj4ChF8zs58jEdUfUzq+i9r0ezSNfRibSKwAXthekQuzhtdHBRBNi884ys7fi3S8ioHA4YsYvyMryHHBKlHFPBMLcSoDXZrZdlO0VxBrP63rdeH5c1m7JF2w6bFuaA69xMNbH3SdQRczs8+hQcAO0lo4zsc6vTfOStzSvvx2BrYPd/eboV6shk2lDc1VvgrlZD1hlZj3RAdNDaMwtRG2YmOk9EePz3ipJbIrAwgQU7gLkrlIGUBqbqa7qZeM2xMqsM82uiAV4HJqHDkF7iBUpgYozgU9n88wSk0n8vYgBvRh4pa3zQeQj7av6RH6OROvMhgjs3CkO5T6N2vRbaD1+D+0P3jWzv6BxNbHCKypKvHMdBHo24p83tUNnVP7dzGwy7Qj+lebeGDvj0SH0XdnvnSOPUAJ/2yReOphbC43l0dk7mgLkvATtRQcCD9Sx38nLshpap99Eh1GGDqm2QWDyF9E83uzX3RUgtS1lWYD6bKrDuwGLMsyhAhPcSiSEHdFa3965uJBCPpRSgK+FFFJIIYX8ryUxnk5CG+3DEXtwIPLbth8KFLUAMcgqgnTu/joC0lYGVsgUl02Q2XACPuveZMcG8g4zewoBlH0QK2QCmaIcedoU+XkEmYleEwrQMDO7Cm3yx2bptltC0VkRKSFDy3/PFLBdkdLyaChByX3BVLSZfyI22eXg1wLEcjoegbebIjB1cihCuxFs4lYUiXOQ4jcQMaBuju+3QW3bqsm7ZeZxCPS9JQNMm1CE5FSvDyIg4YflLKiOSifuT/XbH4EAM1CdXoxYJ+eb2RXA63FA8AkERLzm7rMDmJrr7lXB11BqOqF+uww1+5LoUwcRpvC1+lRHpEFpzKyJFN7XkM/e7wMzzGwUAndHIHDmaQRAbxP1iJnNiueeRgDAa2Y21RWsqe7I06GIXoaUzufR/DEAgXydo4yzkNl2+bPd0FywP/KBN4MSk/JrJr+Lx5eBMj+kBKA2JJFO1bKZ2cbI/cR9VGA/1/mO5drNzFZwWQucF+8/tNL9Lsb5zHimuY+7Am51MbMUOX65d3gFFwIms+GuiGU53UvM31b9jsbf1Skx69dHoN1RyE3HdejAa6y732lmf0BA7GFmdosriGJ75AYElo1BfWQumve3QP34M8hsfhHQycw2DxAbdx8aYDQITFydOKQyMdZ+hvpoE3JD8pusPt4CjsoBqvi+lh/ifYDvmdne2XyWH5IcjVxLjEPgZW80Hj4DHGxmR5TV18NoDflWpHsjAl7fQ/OXR5qvuPuc1kD0rC9tF+/+mbsPNwU4XIyCvRkCxPaI+ahSmm9F/SdgcBPkwgVKgSiHxOea62p5+nWAx6nv1wMyp/Jui4Cw76B+dBfaw2wD/Agxi58tL2/Mf8lPbLV3rAws9PoY+Glf9X0ULO0c5L/zb2hebkJ9+Vi0N7gZgXtTEKPxCNQX5iDf5K0eWltl/7yvUId/3izthxBo3e7gX+Vzb1rf4+OyqMe3sjHTSP3m5d4YrTczgPvRwctKyFdynlZnNDcmRmwj/WrHKMuR7v52/HxHdl8vYO1G817Pu2Pc/8jMNvQ43KsgqSybkgHchRRSSEspwNdCCimkkEI+KPJ54G53v8PMvgPc7O4/CybJ40gxTJGkl0EL8KsfApbe9eUDPw2JtOdA24BPl/lVVXP0YPe8C0wxmTIvBpZmCsZjaFP+/UbfXeOdua/B9yj5Yc3znTbEFyBF8JHs+bSx3gFF0m4RwCJ+H21mCXx8EymWw13sru+joDAVzRIzpeFCZK72a2BxAjpD1kWspcTWqNU23zKZqI5DCvgYM9sJAZlzKfWJtZEy+cT7mU5Wf/shn3Q7IMVuGVJuxwJHIwV2tpktRYyi8cAJ0a8/HXXTAvjKxUvB2splLFLyvlWlnB2dRupLDyKQtSc6jOiLAKpNEcBwDHB6pNmEynsUAmBSoJkvIeC2M4DJL/K/gSs83A9UkqyOPo4AmQM8ItqbGF4bIIBrC6Tk5u2UDgd2QGar33D368rS/xECWu+jFHSqOVBQR0pWlq1QHTVs2tyKpPbajNJhR+0Hov9ledsfsf73RYBjVTGzoxBgsyZiCo42s7uQb8/FGRhc7d0ehwRjUV8BAUHrIYDtj2he3QCZcXeKA42rgDvjmTH1gEQ15JcILDoJuZC5GrggwMY1UF9fM/K0OZm/0pA0fndBgHoynf4BWj9OQweLXzOzu11R6C0HwOuQBKrtEX9btEs2h/wfsrg4OwdZAwi+Gbno+VkG/i0GppnYjnsjttuUyNcxMc9tBnw7JUV9h5gD+H/snXncXtPV/r8ro0QikRiDmEXFPIuZlpaWoopSw0uLFlVKZ2+0hqoqRbWGFjWUVuuHGkrNNKYQaciEGBJEZkHmZ/3+uNbOvZ879/jkeejbnvX53J/kue9z9tlnn7332eva17qW5toUCr1j/J02GgZmv6V7y+0G4G/AV03s0L7A/QH0nYwYhkmPtC4YZ21jZTZiiS27BwLdbjAljZsIDHf3YTHPfQP4VaX6xlphCT36bO76AWq7K6hvqeyDgBvc/cIoayClZGRTUPs/jGQPPKr1lilxZCfgYDO71aXPW/nGS/PFbuh9PxrJHH0FjaWG9XndfZZJk7rdk39FHSutMdKza6Z9daJAzzHxSVEX26N7/BXa3HaknXomWsc+ldWnbrXj387ovZuY8Z2z37zJOaRR62FmO6BN9pFekhjqAvT01pIq6V7WpEzTuLDCCitZAb4WVlhhhRX2iZqXGG9rooU2yGG70qRfOM/MLkL6XClxQFp0JmftOhQiOtLEwHsDOT3vIQdjRjMASjhB26FEUP0R23MsCj0dm8rNFp890MJ4WwTWjUSOxx+jjkchh6wh2YNGq4kW39sih6GiFqBJI28T4AyXBhrQarF8FLCqmX05exb5779EjsO34j67mLJuf4icqRvi+HImcjr/aMRsWSIhFwJd7yT0waq1SzyP51B7DkKA1aEI7MHMpqIF/0jUjwyxvVo5OO1VTtnf5yMA5JsIrFgpyt4wPmsjIOMdxOJ6xN3HmjKHj0rtR8mpShsKWyGn+Bnk1I1EwNBoxKr5EfC2V2ChtUcZZe3fD40hd+miTij7fRkUvr8cCrsc50rWY66w9T/Ecd0pgbarIABkTRQKuxvqh8e6e9WkRWEbIyf2mfSFu09FAGarpDFeYnKm/rkpYh7dntXJY364GgHiBwJ/qQaIt5PlerKv0ERocyOW3e86BDjVhKW67Yl8hYpsqgzYHoqAhWcQsLMCYjweiEC+r3qN0OWs7xmab1Lyrv+HNo4ScNmC+tY72ekthF4qNBYKX81cGpg3mNlfEHPxW8DXTVqN13toiMc80s3LWGZZX+mH2LkLTEzPHYAh7v60SR7jHgJkXIr6boFYhJXYsf3Qcz/KlWAtscFb3P1OM/s12gD5GUuCt6+adLl/gPrmymiOexQ41d3vKLvXipb9PhGxgIcAtyL5iH9F26wWf6cxa0sUpI3Lq1C/+Al6n16M5q+t0CbKnArnlbdJm1mZ9cous3UpZXrfHM276b6eQX1qNyTl0Gp+iWdZqT+k776KxkNdy8pdFumBdos5bi2k57rIzBy904dVeH8vMjHLD4pjajHX06bjlxFz91iXPu9KSCu7YX3e+PtZOiD5Vw1run3Lzv0e6lObINZ7ZzT3fRq982ehtcBcJEXUlG5z2BdviEgAACAASURBVBuozXZEkjoNR4o0a9kz2R5trvcBbjFFWR2E5FneNrNfuPsz2XnLo4iBqkB9YYX9t1sBvhZWWGGFFfaJm4k5OgmYbWKOzgGWywDTiQgUacVQyRagIxBYuh9y/KGUsGt0lHt6FQAwr0dadH4GMa0WIZbCCmjR+U20sO6EQLNjwiF515RxvHc4LTcD14XD4eh9e05cphK7p7wei5Nq1Tos/t0BZf1uBQRkjtLGqD2XYO7Gdf4F7Bb1LgfxjkJO90+AB+Ja/RDY+3y+8K5yH93jvF7xdw4CeFzrw1plwOJ2eBx43MTU7YaSl/VETs96iH25D+ojP/MKOrTtVU52fysgoPVcJF8wPbvvZRFLZyXEbl0mgQTBZBprSsKS1y1/5p2jrt2RBuUBUd+uUfZ7VGGhtUcZ2T32RAy6V8zsTeQEps2Nd9z9fRebeS5iOC0GZjMQg3jc8+Ka71HKtmxRp88iUHxn4KZKjn7mbP+BUuKw56KMTpSkFRKYmu5hOdTnPkDzzCwE/s7y1glH3kfzRppnEqjQsLUBsN0aMePaY0OmvC4rIuBkbL1jq9jmwNPV6pbd58mILXZ+Pl5MmqN/BE40s6HVAIOs7y80s0ejzgA3Irb9oQiofxvp1A5A+pnLo3l1pDcQCl/PrJSZ/iPgHDO7CoGwxwBbmtnlBHCFog0qldEbZac/wMyeQe+MEQG8dkbvkr5eCh1u1nJG8+/Lrp3ufyAaiytCKz3KZC8Bh3uVxGwufeBDosz+UecpniVoasSi7HtinvtVvNt3ocQqPwPNjyl8upKsywLgW2Z2b9RpTQTgvQkcE+XX2jhqN1ZmHUt1n4nmVtB8sh7SEX4dzbvroPmnYcvG2Qpkut31zKSjPwo42N3/HH8vA4yJOXMLgkVtZpclUDBrs95xL+OiHtXGVvp+ENrcTP1keyKyI6yuPq9rM6ddkn81am1t3zh3FnBhjO1lKL3z10Dvp43RvXwQ/w4F9mziPZHey2ejNe4Qk+764+gdPBn14dntCEan997elKIPXgD2RzI2k9C8/Csz28dD4iv+PaKd6lBYYf+RVoCvhRVWWGGF/TtYZ8Rw2dzd7zWzx4GTzex+tAj8Dso6Pa+Ks3h6+r8pM+smiLV1KHLYZrv71xuoR87gGI+AqTFoUb0scmbXQIDJa9k5izwL+3KFHL6LANsWpKd3b/xWD3hd1YPZ1SCYsAkCOKpZLwQobYT0zbpGPRagdk/ZhRffS1x7RZQgYvcACv5JKaNtTcvq3RU5X6ea2R3lznsCzZpkcfwLaXIm3bTEvOyHnMUZXiNJUDuXsyKStfgxCpt/wsS8fg0xd54FXoi2WMzOSvdby1ly92dMIcIp3Hl11Pf6IuDhOQSiVC2nPcqIc/sjAGH5+O5DxDKdZGZvITD2dQTKv+mZhEWl/lsGyDowz5QI6J6sPrX0Lk9BLLYWMzvHpStaTVoBxLjDzF5Az2sZlC37Z4gxuSgA5C+h539pnNcWiZJGz8k18n5X68BmLWunLRFb7J06p9Sq21W1DjRpvBpwnbtPC4DNY365CzHVDnP3H1c5f1XUzjNc2r8LCKZtALlHmdn3Ech6KGLYfhltKGyF+t7Rqbis7k1ZtNnisGSTTMJ7JimK9+P6+wBfAJ6pNjcHCHwtYmfugubAU+LnZREbbnRco2lmdYBT3RBQ9FLZb6k+7yEG4k/MbLy7LwbfTWzEfSnp6rbaDDSxZj+NGLFvuzbYpmVt1HD7ZscegfTQL0CbHvub2eFoPjmCeK9UaItO8T7/0N3vMyXx60sWydJAndqNldngvd4IbB5g3F9RqPzQWNMcifrAk1Xut6qZ9ME7UyHZUY06fWBmNyH9+e+jd9A09L5fB61vhqGNuQvN7DJK+uR7IqDtqXobG9n7ewIwmJI+7yAa0OdNZZs24U9Bkh9LnfyrGWtL++YWbfBhfCYBL5jZXZQ2OpdH798U4VCJ5V2p3NROs9CadH20aXASWm9OROD4O2b2PVdkytJaes5bIzA6zVmXoud3BHq3XIM2S+9M73QqyGYUVlhhJSvA18IKK6ywwj5xC1DutHAqQQv2IYgd1wWxH74bv7VysGPR150AX2Lx+RQKJxyOnJ8jG6xKWjQOQKHyo+LvD+IzGTFJ7s0ApEVmtjFiBzySFr/u/oCZ/YMmFqPh+E4ys/OAy7xGIqbM4dmYCsy2zFEahsL6v2FmD5ctzvcFdiXLkJvZGsgh/TDq1g21bwJnazm9yaE/AoW2fgQ8a2YPoWfzL2BMMG2WYNxWs3CG55rZKybmanfUH8Y045S1VznIyXoWMfKeNzEsR6JQ3aR9ipnNR+DkSMQkbIjBE239TnwqhWF2eBkBvG8UYMI6qL9tipzs9REAtgyl8OW7gWPrOOuVvp+HxmrVkMxw0DshEGw6At2ONrPXKbHcX0AAQr5R8HrU90i0kZPWv9sQWebNbKM45jxCG7lZJ9KkPb0tcI/XCYXOQLTlKQPRGrxWJwK/rtDWafxtiwCnphzyqNsyCHQfVefwbkgCYjBi4Odh7C1oIyJp+1ZKync1CmsdYWYT0KbAJDTnzwTed/e3zezbiIH9acTInYu0lv/qSra4VGHI0Y5rx30sC6wZANR6UaenEQDSSMjwXxHQtTZ6j6RxtyliryXmZ0MATLLsOQ+O8pdIMBbHvG1mF6Ow+bvN7DbUx5ZHLN4+CODKz+uMmG3noHdZF6Crmc1Gich+6KUklo3WdzkE4I9CDOA90JhbKb77i7uPqVHEsehZXIcA13kmqYLdzGyku49u4L3RbqzMRsyVeG109PN/mtklCOQ8Em1OfcObSAyXAcBbI1C9WW3om1A/PBXJwjjajNoWjdvjETB9KvA1YKYp4WRPShvQjVrS5z3CzH5D4/q8ab46EjiOdkj+1ai1Q/tWtajj/PjMoLRhn9aNPYF5FebESmUdk9V5FcRa3gqNp62Bldz95Haqeku2rl4ZrX1Xj2vu7+4fmtkr6L1fN0lgYYUVVjJrp7mrsMIKK6ywwtrVAgzZG4EyTyCduEpAQ/l5BnQNRksvlPjkFXdveNFukhDY3d0PabCu/0CMgB96JJXJ2Bw7INbuEgmxKpSzHAJ/DkHA8wUI0P2oUt1NLNYjgTtcmpfVyv0a0sybi7IJv4UW1l9FYOhJHslfYDEQ0Rfpfb3l7kPLyuuEHNSWOs9iT8QmXA4lWloZOXXd0KK9M3Cau99Ur22yMgciGYQvIMe8G3CKu19uZkNQlvVxtcpY2nIskgeZ2aWIgbIIaZ0lbdcFcZ99EZCfEkFtgsCkLRthVQUwfDQCTV5H7PBH3X1OE315qcuoU35v9GwHo0RYL7n7r6oAbUtt0fe2QEzc1VDbroU2C1ZGjMA57r5qdk4X1N/7UAoJ3SDKGRzl9EEg4Wvuvl6TdUrJn05BYaVb1AJYsrlhWzT+Vnb3Kc1cs059Uv98ADGRj61VFyiBIVndtkZs7rUqzS1W0ntdF2kHb4B0Qkeg9p9vZpuizZdR7n5mpT4fIM12KCQ3ab3OQoDnq4jV9Ub8PQXJnaQ5tl00eQN4HIZA6pTUaw5iZL6ENo/GIhZg1aRh1cZT1qY7IsDk/7n7m9lzOhqY7O731qlnavNvIg3cT3mV7OYxTnZF+oxJLqYnek/9L3BflJXK3Altwr2GJCSmxTmfQZtofwZO8AaYdVmZhyMG8JZeltCxvG2q/DYeAdVnRX86CfW1zuj9eHi1ciuUdR1i3R7uYmhPBc5099+b2WC0xtjHlRir3cC97PqroiiPSWXfp75Rre+kueWXaNNhz2brFuugz6BooM3QOuAW4G6XZJKhfrkrGoeLUPv+w93HN/Gu6YqkHU5G7/deaCOiBwIIT3D32yucl+7xKQQIn+yZDFKMz98ivdMveY3kXzXq1mHt24a6pPFxFvB3d3+6kePj/+3eN6tcszOaY85CoPdbaB7cK+as7dFacq32fHcVVth/uhXM18IKK6ywwv4tLRbYSyyyYzHeDViQObQtyEGfEs5oYl91QYyXVE4jeqs9EDizjSks+U8otGs2MLcCALo2CsE6J3fMo26dELu0C8GCrHPP75vZaSj8+gykQXeVmV3oJT22xaCWK2nJ7+stxt39ahM78HjkfO2EHLB7gW97MGwzR2cRYirtBSw0swUIiHnF3Sc3Cni4+4PAg+GUJcmGgQgsWx05fJPivhoFUi5ErJ2foazHw4iwWOBgYGUz+6bXZ2m1uZzsOb8IXI/Au71RJvNFCCQaE//+AAFHfRA4mJ5VLdC6K2LOXoGc2DeRY/w94EVTUqrna91ce5QR5RyAGEHjgWnlgKpLR3l4fP6Qfd8hCUGijwzPv4t7XRkB3esicGZxn4rntRCBa2+b2YuUwpF7or6Zzh2Qn9toteLfbgjcnhllVAtNT9/1QkmlGspSHfPePsDXKelIPgncWbZRkNq+J2ICV6/4kvVLkQXbI0Z3PX3KX6INDNBc+SgwzqTLuiOay36TlV1+/RMXX1j6ookdum38//OU/JWFwI1mdq67v9oewGvYIAQOgeaC0xAoUjFJYxUQOQEqV6I5bRjSqpyS2tjdnyRCzsvsp4iNuAT4GsDYRog1mEKW1weerQa8xrVagIdN4e4DUV97B1hYNqelcbAvmq8O99YbhbfGePkJeh8sAZ7VsL6o/82J++gW11qU2q8G8LomGtM3B/DaHwFBdyG9y/MQS3Jog3VpKytzqSybg94p+77VpkcD19wWeK4tdXNpXd9O2bPL62Bmo5BETqtIlCaA12r6vOugtVlVfd7sXbEa8PtsfZPappnkX1T6vSPbt1nL5o6h1EmGGPfRYmYrozlqI5NkxsPA/WjDcFG1uapKmSugTcheaG0wA61v52TPwtF8fhJ6J04HjgvgtSda64wvgNfCCmvOCuZrYYUVVlhh/5ZW7pyk78JROAeFLL4QjuHyaIE/Kf59C4EG+yDA6Uvu/s9GABUrsdGSTUSsp3EIUHsLsYNGxaL4IJRBeTsvC1kPIPMsxBbYoRlAJ0DdkxHQMgUls6mpv1ijrNRuXREA2h8xOyfUOOcapFm4AgIO30Pg5BSkizYFSSNU1ZOsd78m1uQcr8EmKzt+BQQiHuLudwVQ/iFiVo0ws0MQ2LlNLWekHcvpgkLvlkGsvZUQYLQvcjrXQM++oXD/DMDZFTFp70AgQzfkKO2AHLb3gD28QjKw9iijrLx3477mIfBmNAKdX0CbGm9527I3N2VZH14bMZWnIscxdxjrnp/93RWNgw8CnFhqVpGJZXw2GqsNZUlvAtzoifROz0JA0UvouWyMwNvj3P2+snN6IHb6PDP7ehx/ZXKYTczUjRCbdFx8l/rP5UA/d/9KnXp9CrFe10RM4iTBkpjE76H+8gqam3/vGZM2xpBXeoZR/x/HfY9G42xdNMZeRhsfN5Xfd7NmZpujpHnLoERWq8RP0xH7dgQKUX8WGOtVElXFfD8CgUh94+sP0PtjGDFmXMm3+iLQZLaZzUSg590V6tYPteHO7j4svtsL9duaGtwB0iQtyvmV5uLseV+LNi0Tk78T6jstJtbmE8DV7v4zq8Nqz8bqTih649RKc2Ctvm9mX0Ca45u7+0zTpuSZwNou1v45wC7uvksjY8jayMrsCLMS4/laBGxdjdr8gTQXZcemtpwE/MDdr2/jNfNkhEk6qBOSG9gJjdduaPPhTx5SHk2Wn/R5F5mSTvYFZnokNazzvLshyZpOwAFelvzLzHYD/g6s4HUSp2ZlDkDv4DXo4PZt1gJMfQvYyN0r6sxmddsY+DWS4voAPasfu/u50S7dgIe9xmZMVuZ+aDNsVcTyn4428cahOfVt4DYvJQfdIk79l5ciDgYBP49rXtLMurawwv7brWC+FlZYYYUV9m9plRbp2Xc/AJLDfRElp39LFFrnyNGYh5hZz8X5dReIriRFKyGnaDByzDYH9kNMwu7AbcCh4bz0RgvilRGrrgvhtCLwYQ1KOmJ1s6cnxzaA0dNMCTOGAj80hfFf4e6P1iqjwj0lBskCBBy/FtdqtWgOh2lVd3/d3Y8z6esNQMywT6HQ+dURo21NFApY67otAbCughyGGUgz8UN3/6gJJyo5bZtEGSlZzJYoFC6Fci4HLFcDHGmXcrL7W0hJD3iqKWHI8YjZOy/ueUukd3sMAp8erQFcJGbgZ+PYod466ddIE0PpVtQfr61Qv/YoI7VXJ+CLCLRbB+k3DkKsl9OQ0zfbzN5AbTkKuKCDHLHEWr8SMaafRw7jOJNW6GTkSM5GDPhyhm5ich2IwikHoA2aMWb2ZyTdsbT1/gbKqj7QzH6Bwtanor5VEfxqADRKY3QX4EQEEPzMxATsiYDIc4GrzWyIZ6xFb607+y2U+C851V9HQG4/1CeOcvexWR2vpYGEYwHSjI6+0gWBWX2Rcz8QMe03RptgG1GmL+0VNl7MbC3UtzZF0iinufulARxcg0CLnggs/Dxw31IC5yPR3L486usDou7rozlvb+CoqBNmdoW7n1Thmi3AgahNV48y1kXg1klxzOwAXs4GjjRpJy6LspjPRmDvFC9t+mwc5S7W3nX3+6vdSIBYh1EKz59K6CGb2Vikpft6vF/yd+Jv0SbievFM82e/DHqXJUCu0XbeC21wXBZg/gsISJ7p7gvqPK+uCBzaOTaADkQbrnNiI2J5SnqTnREruqLFc2oTK7ODrJOZ7Y+eU3ckCfAvpFM/D7HOn3f3DwN8M6R729CGTiUrnw/jvXwpki1KIP5O6N3+TTP7ibtfXq/crM2WSp833rVXofdSm5N/RZ26oA3QS9Bzhg5u30Ytq/uWaC30bgOnXYI2C/Z098dMkhmJcbotWvOORvNirWv3R1q6Y1Fkk6F13RZonXsQmldvCeC6O5qPyjfIX0fvkxQxVQCvhRXWoBXga2GFFVZYYf+nLHbd5wMTTElh/uzuf8h+H4CYWH3Q4r2u/me5uZhZU5FT/scotwtyzAcj3c6WYHs8jRbG3zazE9z9o6yoIcihSSBlXccunI11EcA0AAEWWyNwtz+wpSkh1w2VgIt6Fo5GyjSfdMQSwLMHApWPdfeFLn26lFQqnd+NcFzd/c0a1+kGfAWxjXojJ3cuWviPMrO3EXt4WBPV7xplbIMcgK0Rg3VmAMebUHJAaklMtLmcjImzFQp7fRaF5E9Az3kucmgnob6RkqGtiwC0pxAYV8vWRozrD+J5dYHF4PkYBGAMqHOfS11G9Imn0n1TYvj2Q6H6qyFwahACiTZz9/M7AsTIwIMrEEAwGDnYx1FiWI6Kezky7p2oe2IQnYRkJsYjFlVvBA4eCtwW/b6hDYFyi7loPcQeWg/4PQJ336DU58chVlkzbZM2bPZCbNffArgYy9NQsrAJKKT6AODS8vYPp3st4HpXBvSeaEPnASR7cAkCAn+UbdS0knaoZ9FXUnKZdN9PmZI9dUPATL86c8bR6NmtjMbRsmis/DEO2Qw91/cRMOBonk/t1Capi6j75PgsTgAVz7QvYv+visbLZkjrcIlrRtuNjz+fLivjRJRV/jz0PO9CGwV7IPDwZOD7CER8x8wSmLIlYp3NzvpxJdmDxEY9CrFNRyIwaR00VvZG7Zn0M7+RzWWdkPTB+sAvTPqoL6A5sT9i3d3i7ndk7VWrPZN8zTcRSAqSJHkNgTmvBOj8Lnp/V3qPPYj6+08RoD8VMZ1B/WMzShuw9cZTJzNLrMz7zOxhmmBltpeVbaT8AvWfUxDgdRIazwOB89Hmx++yev2wA+qwP3CGu//SxNp/FL0TzwKGmtmT7t6obMkZiEmcEnS20uc1s0b0ee9CTPc2Jf/K7m031L6j4z6/wsfUvg1YmjO2R2Oh6logxlFPYGfgs+7+WPzUh9JmzHCk61w1+iRrl23j2ke5EmlCJkVhYuOv5pKzugbNHcPRBud4NPdOQWNxstdJKllYYYUtaQX4WlhhhRVW2P8JyxaQ2yAneRoCTfY0Jcia49JWexuFTmFmnc2sqzcQjlXPwkFcXHZ8t8jMXkVsgqEoQ/YdiJE3GDkkz1Fa4NYKwV8esXiHIFBoIQKV3kThl4+jhfsxwO/itGvbcB+VHMzElvwiAu3WCedpuLtfb1locDCyxgMVE3FkIMCXkSN1AQLm9kSht7sjhgWIBTfM6oSxZtd4BIGa3zGzBxEINzKchX2Qo/WHyqW0Xzlh2yKg6HOo/eajtrsn7ncQWmclaYeJwL5l4Hx5/VIbPI9CbNdz95GIAZZsAAIfEmu3mn5em8uoUrcW5Ch+hMbfaFgMsqfkYp3j2A4DMdz9/yHAMAHCK6I54XgExj5PKaN5OieBQd9DzMmzgVkBPPVDrMefI8DnyjbWa270nT4IcBqINk42QozhvRD4c2uTQE86bkUEbCQGb1fU7xaivjwdbQJBOPjZdTZCgGjaUPgKArROd/epZrYJsJ+7LwYgKgF8bbEoYy4wN+bjLyMG4+LQ53gOQ1F/fQaFuPdHbdYb+IuZHYq0YFPixU6oXR9Z2jomSxtTUW9397kIIHyXjHka14YK4yb/LS/DFMGwOdIqn29mD7r7P0wSJ6+iUOB+CPDYIO5tJ/S+uTAVH+VWei6p7gcjEOu77r6YVWdKupR0tt8oOyclBZyG5rM90WbGMmgOWwA8ZEpE+FpebjWL59s/wOcN0bPbIdpgCAKC57j7H6ucP8vMzkWMSkMRLAnYPhbNN/9Ih1cqI+v/S8XKbEdLGylfRu+FdVFfPwLpZ843s2lI3mXtdBtARcC9jZae+fYIoE/z3Y6oX4xD4OSWaH31Qr1rW0mf9yZfUp/3CcTMr6vPG2PlXDP7O21L/pW376vAse7+jimSqUPbN9/UbvCUbYEXq10zu88NELCadMQ3Rm2SNrFWBHq7ey1t7lSnzuiZp3dI5+w3d/eZlPTH70Hzz0YouqA3iuZ5A82F883sFK+R6LWwwgpb0grwtbDCCiussP8rlpyG7YBxAXZ8DujhWQbmWFAmOwoBRUto6S11ZUqL47OQrubrCAA6C4FRBtyJAI7Xoe7CPIV9XYUYQq8DT7gYT7lj8Gg40idTI2S8jTYYJYQ5GIX8JqZRC6UF+zYopP0md3+tRlmHAQ+5+4VmdhcK6/6mmW0H/AqFQP8yjm2o/uE8nY2YW8OR4/EvM7sRgQZ/pcSSq+pILU052XO4Eek7roXAhT0QuPF5BDB3Q8y2qQHI9EPOYQ5QV7PrUWj8/aZQzGEIAPKo83QiVLSGw9geZSxhsUmwAjDd3acFGD+fBpNGLa1l4BZoSE0G/mZmryGQ7+wc4C4DIPsCV3mWcMjdpyO238YoHLlN4GuUNRs984kI2L47Ni56ouffrQ1lpn7yMNqE2Rp4MN9QMrPNUN9LCdTKx9OySG5gVxP79gjgrgBee1BimOayJ+0WSmqhcYlA32PR+Er3l65zMmI1n++hQ2xmR6HQ6G0Rc3RDSnPGFoh5nRJYLfUcWG0eLQdWAixOiXC2QYm1FpTdTzo3zd1voWe0PgL5U2Kz+xCwlO459ZdeCGR5L79ujeqnftIJbfhNjvI6IxmcDxCrdzGz10uJjSaa2dZRv/VQKPL6lBIkdkasw1MQqP+4ux9Zoy6L2y0AtRHxuTL7bRUiJLwS8BXfPUsWdZHZDKSTmhJkVWyX7Hm2ByuzPSyFuA9C/WEOAtG2J5jSYeshFirEuqcdx2MqZwpqj57x71bAS64NyHGI3Zj61BKJ8qDVc9sUvU8SIHhUXOckl0zEuuj9OLTaeqXs+7Ym/0q/DUJjIG3CdXj7NrEGS8dtiNaH9cpLm/5fRGz07dDYfjfmih0Q0NzIuuINdL87Am/UOtYlOXF5lNsbzQ07oY3KA9GzblOUSGGF/TdbAb4WVlhhhRX2f812BSaZEmNthcKFewMfBWiQh4j/EDn0dzewMG3KssXxD4D73P0GU2bp1ZEDPBax6+ZWKyOrp7n7A6bEJvO9lNigU+bk5wDA84hpAksRbptZcjw+hdrrayhJzsi4Zu6YzEeMtFHAaxUconTsxpQYvxsBf49jnzZlLv4yYlY15fi4+4NmdiRwNHKqVow6/Qq4OACwus7Q0pYTvw8zs6fc3c3sOQSOXYK0Pxeg5/+hKZxvcxRGC1Wc2azsyWa2Owr3PQUBTyA24DvAgfUYJ+1RRm4B4vwchUDOR9qVkxCD6y3ElHs83wjpCKvRV8YjcPl04JgMGEgg1xqI2dcXFusbtwTYYGjDY+v4ram5wkrszeURaNUXMYWed2lrvk8WFtrGzZK/oNDZ+8zsVgQ6TkHh9+cixtqwKL88k/zjaJPhPOLZIQYwCBTejBI4UbNvttFSPbZEDLRWYebBnDPgOnefZmJTO9J/PBOBdN9ArOIFZrYeihJ4mbJ77gir9LxizPdA7bYNMNzMnkRAyXNo/hwLvBf3cyzqG0nOIbHtZplZDzMbiJIgfkRZf2myjrcC+7v7ZfF9udZnRYafizk3C81Rd2THr0yJjbsOGiOv1yqrvE4xvjpRYu4ucrFn301jzcy6eZbcMMbT7oj9uAwa2y+6+3h3v6jRdrF2YmW2h8V9dkJz5raIsf4+AgtTNMtqaEMv9ZN27ddZP3kaMVtPiM25LSjpMe+DQNl6sg7p+/bQ5zUz+zal5F8fmtkwFOUwuqzu1e4t9fUJaCO5F2Jrdmj7xjywI9JSfiX7vgvQ07OElNl4WZOShnK1cs3dR8W68kRTlM4O6L2y0BTxtTP1o3TSO/BsBN4OMbPt0XthIqVIstmpflZixXqsdZK290toTv62h2RHYYUV1rgV4GthhRVWWGH/VlaD3ZAWresiMG9vBCQciNg5Y4L9lhaTgxGg9ljZ+Utbv2+gDLUnmTLKL0DAEy6G6+tlx9cNZ8uYTR+VfZ8WwgZ0ypyLe5FmJbTDfQWQkJykl5G27TuU2K458DsNhewl1kNa2OdldUGOfH7Mh9lzHYkYR3NxFwAAIABJREFUbG1avLt0YlPm7/5Ad5fcxMdWTtxjJ/3XWhC7+vsI6HwEJVFJfe8rSEf2x+nSDdRtjJntTUnzdyUEMD7iwZL7OMrI7DKkKXoTSrb1KrrHTvH/fghgbnfwNQM3d0V9dAJiZs1AocuOQMiNKDH7Fmdrj7/HI2bsd83soDLHcRByYp9Ll2ymflG39ZGe7GcRGNEFAW4TTOHak9391WbKLbvGLDP7NNIy/AwCSByBvCOAo71K6GlsAPwYMfNXBC5y9xHx8wmICZZC2zsyecqWlBjluXVDG0qDkQ50AuEWmNln0Hw3GN3vD4CLUZ87wRUq+7Fa9o4ajMCz1wPMfw+9i3ZBmxxGKQncWggASmxNRwBsSsa1CdDdzGahvvoSYrqNdffx1LBUH1Mo/eeATUyajX9CY2Ua2giqyWgOQGYDBOq/5O5vupjlk4l5Ml0v7qGhvhL3Wm0zI82FJ5vZXHf/tSlx4bfQPJMAtB7ANDO7AfhFvXm6PVmZjVgAcHOrnZ+VbcANiH0+Kv7uiyIUuiAG+ARa95M2W4C9rZ5VfPckmiO3RzIQ6wOrmNlvEMB3BcGkr/acs7o9iNYNbdLntSWTf7VEfT6PtPQbSv6V2Q1IA/uIuJ8Oad+sj22PNoOuBi6PvnAQmlvfNrNfuPsz2XnLAzejNqtqWd0uRuveR+LvmWb2LJpr/kBJfqrac0rfp7llfTTnnIQiViaizbt3zOx7rkRk5Zs2qf8OR/Pct4FTlmbMFFbYf6MV4GthhRVWWGGfmJmSYKyPGAMzYTF4txylUEmy75dFi/u9EYhwIwI7N0UL9V4IkJ2OFtxPIQZSe+pQdiLAVuC7CDj4p5lNRIvp5+OaY1DIaMMAo5kNRvdhCFx4CXglwIg8scsL2f+r3peVQk5rHZMWz5sg4Owt5BR+3t1/VuEaGxIZ0uO3Sgv+nkgzLCVbeQ4518+j8OZDEMN3SoVzq1oAHPsiBlYLchoeaBZ4bY9yvHKW9q8hB2x/1EZbBWtlRxT6enecW5VVGQ7ijsB+CMB5FfWpx4B305io5fS0Rxll5a2OgNeT3f22YCjtgvrLUODrwG/cvWa25XawyxHgNQmBKa+g5D3zEei5ARmIGCCDh403s2sRQDDOpCv4IgHEIPD2vHRuG+p2CQIxv4FCWl9B4DAoVHM5MzvOMxZUM2bSzpyBWHprU9pcGuvuT9Q5dyRKsnJahZ/HRN2fho5hkGb9fW1i3oh6JfAiheWfEsy5EQhUn48kLqYg8GYkYs0NAx72BqIKOsjShtN2iJH5vkt24ABTOH1K0LUGioRYBoX8/sFby0WsiECnlZCsxPw4b0M0fpdF8/6KtSqTjeFNUXgyqM8disbJa8BYU5LDZ72UuCfVY1UE4uyINigMJeq7F/iBS54iZ8K1J9iSNjr+B7F2QQDpsQg8vgqBvwOBr6LxNRv43zrzV3uyMhux7wMDzOxbXoH9n9XT0Tw8DT2vqWhNcQla22yNNhXaJZlRlfHcFYG/K0UdtkbrmBOiLqB1yMZmNgrJPD1c4xqzzOwc9Aw70aA+bzb+WyX/yn5fFbVLQ8m/MnsM9ZuL0XzfUe2bNGY/h/roX+L7/dG7ZBLacPqVme3jIXcT/x7RyAWij78KfM7M9kWRX6uiDYlLgT+mtUi9cenux2TlroLYzlsh5v7WwErufrIpqqwHWhclRmyawzujNXvavGuPyKvCCvvvMXcvPsWn+BSf4lN8PtYPYnGCHMXxwInxd2/gcARSXYmSBeXnrYkYDX3j8w2gW/y2PAIQDwX+F4VYrdcBde8BLBv/vxEBlT9GjK7hlLTS5hAL8wbLPQw5viPjvPcRuPU2YoP8FenbLlW7o8VzJ8DKnsXJCOztilh1LSgJzFbISUsJW55BWrT1rrVqan+UwGUSYleMQ87zT/LrN9BXBqGwyNkIhJqOHOWZKBy+T0eXA3TO+u3zyMn8H8QUGhi/7YxC9GYgcO9WtFnQucH6nRJ1mh594dX4//sISHkH2KujyqgxTt+IvrFX9PGV47d1gNuAHdt7rFWoz9pIruLnCKx6FwErM+M+j6s3RoAvINb4ROTAfhTntrn+aF76CNg9/l4RzQEbZmP7xbaM1/h3ewSMrF/ruBp1W4jCnLsCXTr6OVWpx4poTtmgwv3dEb+1IBDjT8A5wAPRrrNivP0+nv9ycV7NMdWB95LmgRsQkAcCBk+rdmyV5/rFuN8tst+WQ5sIe6BNjVPje2ukr2Rl7ICYo7eg+Wh2tO+VZffQA7g/6vENBAqdjJh585Hmas25tZ3adDaSSwBtml6R1TG9qzqjza2XUfRJI+X2if41AslAPAlsG7+tjaQHfrQ0/QlttE0Ejqjy+4XA4WX3sj8Cma9F+ufPI5mefRp53g3UaV20LnkSzZVHp36C3s1rIXC/O3o/TQY+jaI0zkabHWOiz7xc3seq9b0Kv52OWMzL1BhHP0Wszp7xd/fst83RGvGCetcqbze0Idch7VtW/4fiGadn+0hca1m0HhiLEhqCNhus3n1U6ceLx2wb6prPDxXvndK8NBq9V1+M+7gQ+CZ6v/4VrUn3buR5FJ/iU3xafwrma2GFFVZYYZ+E5YyBEZS0Qb+EFuLTgd2A1c3sEHf/IBgAbyBGRrIr0n9cbIIZlDK4d4i5GDMpqdcgxPA8H7E9l0OOWGI9bYcW3hVZhlm46KeAnyD9uWFR5lDESjkMgUTzvAG2Rhai/TW0gB4BvOnu0712luwdkR7jAjO7H+niDUVA7GjkpA9BINwh1e4pa6d3sj8fR47mAYiJ+RcE2FGlTpXq910EQp2NdODeR8DSMcgxmAZc0MHlpLr2RWy2zyKwogewrEkDNTH1jnf3P5lZV8/YbjUsteNpwJ9RQpiuCPAeiJzlNRBbZSJUbP/2KKOSrQ2Mib6xTpyb2nMiAj9PAZ60dtZWzs2lnzoBgXPAYhbzmiiL/ITs+9UQ6LATmhd2RgDoXcBdpgzYKwEzPZLtpHHdaP0z5tbG6JknWYEtEGCYssKvROgbW3NZtVMbn4mAp3uyenaK5zEEhav/0yuz7LshEHOAZ6GvUU7S4vRG65TNWSsjne2qSVdy5jFqk+kI+Adajf3vIWB1zThuY/Ru6JUORfPGZ5FG81Nmdqi7v/kJh71uTqkvHg5MN+m7JiZai0fSIJSEb6y7T8rOXxe9rxYnLnQxo99Hm1QPZd/XY7XlTO/30XtkWH6Mma3NkkmUtkbsvCPc/b7s8MtMWqB3o/fy7+ggM7MVEFCVJENWA37vpYRgHv8uMumFH4Tm3Lrzl7eRldlgvdNY3hJFkz5a4ZiuaAPhK0iypVNE8Pwt7ueWqMPMNH7b2qezd/+OKKniGmjOOBSYbEooeQB6t78BHOzu88zsAWCwhwZ4RE50Rc9kFUps2Grv+kr6vCPc/RWvrc9bnvyrB5pT8nmsoeRfmaX2/dDd7zOzh2mn9q1R/wQWu5ntguaw/V1yL6+gNmkVxUWDfc3M1kBrjG2AlSJ66Dvx3utXts6qVkbKG7AyGu8bxfvvYbTx0hVY5CW5l+PQWm9rNMftE8fMRnP4RWhN18j6rbDCCsusAF8LK6ywwgr7JCwtPLcBbncl3wCBX4+7+2EmfcMrkGPzWCxsO6Vz4+++lICO8bWAgLZYFcC0MwppXjGufYMr7Cs5zRMphdampDbVnOcUsrUTAkrPQ8y8dzzC78zsIaRzeGa1OuWWLYZPQI5TD6Tl9RZy8kfHv+OBCRkweAOh1+lK5nAhYrl+AS3Al4363eCRVKJWPQJw6OHuH8Wi/h+UnNyGzFpntv8scKG7X5z9PgUxWnoBx5nZn939tbJi2q2c7H5viHtZFQFGB6PQyccRAPcI8Hg8q7rAq0U2eDPrhxzF67wkyfA2eg7p2GU9wlrz9m+PMipY+m0G0DXAm7cRQ30LpMU5EG0y3F6xhHa06FMJMAQ5jPOQg14+NpLsyJSo6z/imJRU6Ckkh/GSmb3n7vPbABrnbTcfgfpvItbh68D7JrmAzSgBs2njqX7hpfrshNhjb2Xfp98GIxDpEASoAK2AoUWoDY4xs5fR3JInk2v2nruhzaBfxD0NrVH/lgAj56Px8ToVNIHdPSVz6YR8kx5o0+p+FOmwHgJk10Nz2mbAj0wh3u0Snl3NYr5vBU57axmFifH/DYCzMwAjB7e7Iwbej2mdHOeaOG8L4JHs+LS5543MH1m9ynU903hxl97rhKxebma9EMDyNvB01v4t8U4bjp7B3sDvmtw4qGvZeN0MvcPfCVBpDHCImd0SQHLen3ujd9G4uOeaIFac9yxi8JbbDMSkTfqfbb239dCmXZd0TUqbDovQe6VnHHtc/P86YEaAn6sBu5nZSHcf3Q7A4M/QPPRldx9tZlsi/eAWBAKugu45JfI0z5IvxrNfiKJ38u/z903ahOmDNt5Op6TPuwzS572RGvq8WXkp+deJZnY1akuPcdZQ8q+sLx2L+sd1dFz7ltf/duB0M3sBrWGHI0Y1aH2wAkEKaOTaGYi+KQI6d0Rriw3QJvx8M9sEOMjMrvds07FCWek5bYySbw5BfaAPAqTvMelOdwugGpTQ68mycgbGvcxw91H17qGwwgqrbAX4WlhhhRVW2Mdu3lo/ahGAme0GfAqFWoIYbssRWZ/T7n0qw5Tg5lLE5hsU301HTsazCIi4yTPd2FpmDerPprqb2RZR/xfDgemCHIMWL7FP9nX3HzRw+c0QK2pRnDfazHq6EnA9hJg+G1LZgax0L4ZYNj9EQOsCFPa7MwI23kQOzqNmdra7z3L3u/MyAtS6Pz5NWbTZccBXA7CbBnzV3f8ZTI63GwG60vM2sYdyJmH63YFFJi3PQykl+OqQcrLjFwETzWySuz9rZtOQg3WJl7EL47r1APPElJtuZjejUP5hUd/E9FkUAErFhFbtUUaFMlOd/4ycxykIWJ4M3GxK+jEYOel3ptMaKbstFvVxysDL1L4xXlNb90Z9vxMCyI5GrPRByIn9Egqv7hplTIx7u7Lc8axTHxCw+y5wqpndhzaMnol54EAk3ZESxjTLrlsegRnvVelDYxH4817Z9+mZ/xJp/4KY9H8zZax+E4Fus4BJOWhYy7zEStsNAdg5yJjYid2R3uI17v58HL8CcuqrAlzx2/wArHsBF7v7EwFmdUOgSj8ENJ8InNpInRuxGCcrI/3WPDt5xXnKxCLrCVxsZj9CLMP9o5wXkU7mLDSvrIbm3/L5+1eoHw40s0Xu/jh6Hy41c7xOO7spSeB1CMTsA6zhih4p7wfd0HiHJjYOGrS0+bg9AvI/iDFzJWIUX2hmlyHW/UIz2xNtAD7l7rPrzauwVKzMupa18RuImb0Z2tDM22h1tMk8PP7+Dgrd/hDAzE5CEQqdgZfN7HAPJv5S1GcrAniNv9dACdRa4l3VBW0czM8AYqI+5ck9q1l6dkeid325Pu+RNKDPa0sm/9oRAZdTYo3VbPKvM+ig9q1hf0LSSr9GfeG46K89ESN+vDenb5/G2aloE3GvmAdvofT+WBbJRIxCSR3rjYVL0Jy6p7s/ZmZT0fscJEmzJ9qY3x44Id5bizfj3f1NImmdmXVr9H1RWGGFlZn/G2gfFJ/iU3yKT/H57/ugxfAFCDz4EnJMH8x+3wOF6y2hFRa/3xnnHBLH/R6xpFqyz1oN1KNh/Vm08388StZ0Awq3Xr5KueciJxGqaMlR0gi7FPh1/P9XKBxshfh7BeTMn1yrrLLyNkFaoz/LflsGMVivR/qrtyGN2WcQiFBJm3CxLmz6f4XfNiTTIEPg7m8Qc+ameMYtwDbx+43IOan3XNZEDlzSjT0AyQSsUOHYE1EiqQ4rp1rfic+hyLm+O/rtqtEOqY261yjjNOSwXo+c2ItRuPC6tfpre5fR5NjdIJ7x4zSoaftxfSjp4l2IQNHyftsdyQBsFM/qKBSGex1iZj5A6Pc2ed3PoPljJmJ/jUAgwDTk+PbPx00T5aYkVefG313IdFsRgDy5WtlozB+DQKuHEfiUAL53EJt2cIN12Q8x8D+PQLp9qhy3GgLkk+ZtU30D6XdfD/xPOj/dczy7XwNT2tKe1cYCAh9+g8CJ9NtWiK36RaBX2XlbI+3Ri4G70Bz3JmIKvo+AjVFo82oESpzY6roxRl+IPtMSbTou+s13EUt/qbUpq9z3CnHN3aPeL8Q4Xg3oG8d8I/rLgXlbNVD2+tnzqlp/SmP1TsTUT98vE+0+Neo4Pf7/EXoXbl+rbErzbp8oZyZ6H30Y/f49tCkxoJ3asguaC2ci5uPGaFN4ZUrzym7oXfQ+sGmc1z/q8js0Rt8Ghi5lXQZEOUljdHVa60/vgzZjJ6ANoZ0QE7biOquBZ7dU+rxoPj4UsWevQdEI0+J5pXXcXcBlaO21e42yOrx967RJH1rPzYOQ3nDSbW50/KQ5aQJKBpnyGowDzsye68tog79m2Wh9Ny9vu+gDQ+L/e6KNyj5obn28Wr2iHQ/pqDYsPsXnP/1TMF8LK6ywwgr7RMzFkLoOafv9CTl/pwKY5AS+CIx097nlu/om3cldEXgyGjlr5yJHcV+kn3qOu7/eQFUa1p9FIOnRCIjticDLW83sNZTdfCwKaTYU3pWYThV1yrJ7uh/YK5gSdyJ9uhPM7CYErK1LaGxRm3mU2Cj7I/bJ10Chs67M4CPM7BIEYHwfLbT/Chzg7jdVq59XYJtkdX8Z2NfM/h7HbYvC8L/i0jzdCUkgTDCFIE9ESZuuKS+zzPYgdAbNbAFyqvoDV0Y443DkuB2MGEfHxbHlobHtVc4S5iVG7a8RYARi6ryA+uX4YBqdb2ZD3P2tCsXMQE7VVqjPEfUZHgzF57LPeBejppzl0h5ltDIryRhsgpzofdx9etz3OBQiuhwKg6ykNfpJ23bAC+5iw0LEAauu78XnZVjM9uqGwK4/Iob4TY0w65K5+wNm9kWUeGk7xEzqiTYffukNZqSuYK8jJtgJZvaAuz+SfjCzz6KNhRSSu0TmaXcfQSkzdWKarYEA9E3RPFUxLDi3iAzYAY2PRQhw+rmZnYAc97EoXPwNNDcvcvcxUYdFjYyn7Jj+CIj8jpm97O5PmXQoQczBwwn9W6R3O68N7Zoszf9HIHbq61GX/dD8v14c833gkqxPvAIc5Arr3iXa5OIoY20EBA1Ec+2blOagxNJuMbPDEEC3CgLN1kLA5bqI1dbZ3Zdt431VtKz+myGwcDgCWa9CDPcXgPfMbEPEar8IbUhUfA9UsdsQWHZNNv6swvnpmW2E3q3EdeYCPzWze1FfWhe178vAP9x9fJ2x2S6szFqWnxPz5NFoY/Ey9LxnoOiDXmiD53EEfE6P34nvW4CTXFry66L31dC21ClsPlqDHI3WEuuj8PIxwcr+Mhq7a0YbHBLHv2Jm49HG7Cvu/lSti3iJGbu0+rz9KMnDLIxjl6eUFGwQmk8/g4DtMUizdPF8kv1/Uzq+fcnvxcwGoHftNKRXuzA77HUkFzM52qRRuZl03EI0BySW6RqUchosh57h6GplZ/e4AVr3zIzvN0bjI7XTNmjeWg+9D/4Za9G5lOQziDnrW8CDaN3bYfruhRX2n2oF+FpYYYUVVtgnZq6wuE3NrDdiDMyInzZAC8Kb4++kUZcW2ZsjJsyLaFE+BYWLfmhmKcFEv0arEf82oj8LSg4zAAGXb6FF8J5IG9XQgnUl5NidHedUWhind3CLu/8NsXYxs38itsyZCEQGhc01rBmGFuWd03UT+BH3OiZ+O9zdh5oSQmwS125K08+ke9uCwJcEMO8Qfyd91y0QuDMzrt+D0L+rs3hPcgsrIud7IAIphiD2KojN0RU5XBfEvZbXv73KqWXrIyf0Uwh83hIB4CujtZah8O4lzN2vDRC4F+o36yLQY1CUewBi5CY9wS+4+91lzv9Sl1GhXsmJ3A61XUoclDQwF7n7+2a2u5mt6e7XNdFeHWnpfgYhNnzFMVMGyDowz8z+jkC9l6qdV/PC7i8B34ux1g9Y6O4z07XadDNy8H+L5qeHzGwcAtoXIR3VxL6EGpIGAbwsj0K730Ag6QMIXGukHh+a2RVI5/coNKbeRptSmyAAogWNoz5EQr00pzQ5nr6DtBvnAQ/EBsKLZvYR2pia6u5fiXrNbaLcSpbqtQOKcEiAxJloM+/bCOw9wszucvdXY9zMNLNZ8WyfQKHxraQfTJqq/YHZXtq4WPyMXJuDr2fHd0YRF/1Ru6bx2p5JxfJQ/wkIFP2bme2N5qyd0fN8B4GUt3uDMiVR157ovfhrM/sf4Ifu/jAV+mbWJ+4jklWV3esoQqoi/76J9kiRKyfHO9Dc/S0zeyra4WAzu9XdX270/rK6e9nfr8ZmyK6ITbwW6he/BV6OcdwVMQ53NrN3gQOBvwQw2JMYn1FkZyJxW5P1mmpmtwJXmTa3ewFvmZJ6fg69974F/B1t1u2IWNwHoXELWovsV289YNpMbZM+r8XmHtKn7YUSvs1DY34m6pv/tMaSf6X/d3j7ZpbG0TUIZB8OjAsAeyJak05FUQlN61JH296PNt2uR23UjUjgijZnZnkFbfpkWXsvRHP1F9HmynYIEH432nd3RGB4No5dGfXfl5AE1isIlN8cAcA19XcLK6yw6laAr4UVVlhhhX2sljEG1kCg1DRfMlHWcLRQTIlhyh2AAYh5ZGhBnpIATUGhiZORE3Rpvd15b05/drK7jwiHezPEZpqEwM7147MWcuhvRkzDaszRJRb+Udc5ZnYqYqT2R+DK+EYYBtkx/0CO5/Em/bw5XtKq3RI5XVfHsX0pAQANLaYz53dLBCq+nZ3bCy3geyMwcwhyPheaWQ/UrsmBqApKZQBRYuv1Re2xInr+a6K2Xgk5D5sAz5c/7/Yqp5YFsDIdAeR/imt1Rk7MuQjQ+KAaaOBKqjMjPmOBe6KPdUcO8aqIlbIDJe3Adi8jmUmnd2Pgnwjge8GlXwlLOqzHRvnXZQ71J2ZeSvK0AgGiVjmuUl+fh+7n/Qq/VTWTLus+qB91RXPCAwGutYXtmpfdyd1HBrBzDGJurYEYbreghDYT4jot5X3MzNZDIb2D0Hh7w8z+AdwWgFQz/fwtBOTMR33i8rj3dVHfWh+Nq+eRtAc04aBn8+T5CATfgNIGwt6on/UCepvZqwicewVpLVdilTdzzX7Am+6+wMy2RuNkiLs/bdISv4d4P2SbHuneHLFFu6Ex/wFiG35AluW83AL42BzNlVORXuhMBD6lBG0N9Z9mANqYB7eNuo0zsfL/RYlV12Zz6ZR/3sz2R5uPfzOz3wG/8ZIGafk5J5XV7zQECvZF8+bTqD+9HMfXvE9vP1ZmRTMlQhrg7vfFO20ZBITNQmzTO6uc+mDcw0/julORvAao32xGOwBb7n5NvH9+gOYKUP9dHkkRJZbxWEob3CniaCtKur81N41ciZ+uQtIzSZ93dLRvPX3eNO6WQ5u1KflXK71ZbyD5V/b/j6V945qpjvcg6YaNkBxLb/QeeQPNT/PN7BTPEpo1WP58U+TTAWgzfgxi1y5j0rH9FmJz19w0j3YfZWaPo2iVB9Hc9nysyU5Aa5+fIXb2fei9vzxiSa+C3mnvo/n3UZQgrdkN6sIKK4ySLkthhRVWWGGFfSyWnP1YBPZGeoavosXqRBQOPAWxhSqK+puYqAcjYGsACpe8zN1/bmYHUNJQ/Vkj4EI4KuchwPeHSG/vfXffM37fA7FBPocWposqAR1NtMEpKMz1bgSEveDuk5otp0b5yyJNuyMQu+0x5NBvgMCl19C9rI7YFZ91hSc3Wn56hmchh2N7L4UAbo8cku+5+1VmNgq4wd0vMLO9kM7cd9399npOA9R2tE2JfZZHjtUrXoGh1V7lNGIBWvZBTt974UDdjTLMH9eWMj8JC+DkIgTYdkZO3yNorI5EYPobJubzQ8C17v7LZoC8paxfteQtaWNnCzROB3pziU6aqUPKSL05cA4ljepuCCCciTZnzvMSo3+prhX/74NAqVkB1NWq2xA0F66HGE/d0BzQH80Jx7v72Epl1KhL1wD6PxYr20BYDT3X2xHzbE0EIm7tpcRebblGb7TZNRnJC/wE6UZuFe+G3YE73b1nlfMNaQwPQe+v99GGVkpqNhlJ6CzIzlkJvb8+i4DfHmhevNDMdo0yXmxvgCOAV9A7dwR6B38JbaKlaAlr6ziOtrDof31QaPu3EPvxHHe/P45bPFdk47Y36q9HoufcgoChQWhO/Ym7X77ERSvXoxt6v3ZCsjqtWJmmDda/I+3vmgkWK5R9I9Jw/pyZHY9C94eh5z0RsYanoY3lD8rO3Qaxtzuhd/T4qM85aP1xnEtmo6kolKz8w4HHXAzf1VDkyeYISP0jylY/rYFyGlrbmJLjnY4ko/pT0i/uiTSwj4/7qTZnfw2132fKf68ExjZQnw5t3zrX7o3WVDtFHbZDfWKQt0GaJ/rwgWg+GkBJ6moaiiz4vjfI/DdJLlyONrGgtMEzEPgDeoe1xPX+hgD45dDcNBBtLBrKy1BxE6WwwgprwPzfQHi2+BSf4lN8is9/3weBO08gZzUlVpiFHMI/ol393lXO7YxAhB7x981x/qT492FKCZYaSliCGJkj4/zhwCbxfV/kEL6G9LUMLapvQlqm+6KwvbUR265u4grkrIxFjnm69zmIqXczCnXdGVguO6fZRD390YL6FRSK14LCaG/O7u3XyMnt0mTZKbnG3UjXr/zZXIechGsRIHUeClV+DSUq69fGPmPpU+e4qgmu2rOc7LiTom9MRc73o8gZ7YWcr5M+ybHWhnZeDTGnz0QsnpGIFfdOjNEZcZ9TY8ylBCcdkhyoiXqnRCVfR2BP1w68VhoDt8W1jou5whBYdFH0/TM7+n7LvtsuzUEIpHwc+HTZMYchcO9S2pAoDYG4g1ACrsOQhvPm0W96duD9JpmTDWKe6YUA2KXud8BXEEj6ZvQjFjs3AAAgAElEQVTzg+P75RArbHilNkcgz29ibr0y6jcFsWTnIYDjPSKJVXbeDXGtoShK40Pgq/Hb/yLgvmIyxwp1X4Z43zVxvwsQ0HxPs+fWKbdS0rctUUhzS9z3alXO3RdFEJxe9v2qiF05FdiiibocHNe8EjH505jdE7H3Hq1W5zrlLk8kM0Ts0mno/d2CWJqTgCfjGV4AfKpS3ykr83QEUjeV+KqsjJ5Rh/3qPPc5aJ11HZJX2oYsaWYbr7113MMVSPf2RGD9Wu2LNlUuYimTf2XldWj7Vim3M5UTkg5BbO212+EaPRBoegzaUN+RJtZsed1ijP08xuE1SKM8TxJW6Z3yib7Xi0/x+U/6FMzXwgorrLDCPnELpuYmyCk6FOlVznb3PhWONWAdd3+17Pt9kRMxC+l8vVl+boN1aaU/a2bbAr9C4ViPIWDtMKQnmRJEzEQ6d+MRgDoJeMKraMnF/a4QnxT6vjYKr10PgRi9UWicAbu5+2NN3EMrVkeEBi+PgISXPRjFJk3CPl6BdRuML0OatC1lvyX20Oso7Pnyst+7I+D3SASYfICc6hHAUV4KYW8Xy1k1wSh7EtjV3esmEmprORlb6yykA/ww2kzojwCwHZGDvzXKoN7w8/t3MjP7PXKm56IQ1rURC2YV5Mj/GbFhOjwEMZhAq6N++a4HQzl7FomRfR2worvv24F1SdecDpzh7r8r+74LmiOGAHu0dT5qsk5roczge7j7FDObAXzL3f8Qvye93hYz+wkKK93bJc3R6DUMyRhcnH29AAGWE9Cm0kTg5149ciG10cooSU1V5mEwNT2O3wttHq1d65y2WDD4Pof69+Pu/mx8vxMKY37A3c/L+li6h8FIB/dkNP4nIQb9qkg+YVe0QXVmdq2+qL2OcvckU9ICbOvuz5kScX0f2M5r6EVm8/Bn0DvqaHd/Jv1Gliyn7Ly1URjzqVHvkcAv0LP7yJeSvW4KxV+A3mO7Iubcbuj9nFjhP0eJ6HI28E/RpuM+7v5RvEcWRntvjuaav7r7dxthLi4tK7OB+6yUCHSruM9tKL3LP+3uD8Uz2RXJdCyDAPsR7v5Ks9euUp+1UBud4u7DYrwnpnMLkhs8Ba05BiGt0tUJDXa0+fCqu+/U4PXy9+UywIJ8bJQfU+H8LQlpprBpRPIv9HwaSv5VVubudFD7Nnj9NC90J96b7n5KE0zidP5dKKrkzrTWXVq2bjDRP4hn1KPS3BLPcUcUafAaav+q0imFFVZYc1ZovhZWWGGFFfaxWzjw3RE7aFGAKE8BT5nZcBQaf2SV07cBbjSzndz9vbRYdSUQui8Wlg2937KFbkP6sy49O8zsz4hV1hc5WJui8L5NEHtjJeT0vVxpwRz3+yGSWhgeZXaN8paP81dDYNfmyBFpOBQwHPL+yOGc5gozXCL02WtoEtZywLP7GYgcd6J+/RFzYgpwhpl9DwHKg1AY/rB6dW+LxTPMdWgHUENrsa3l5O2fwD7EHLoAgRdzvBQe/iVKenpVk2L8O1qMT2Jc/U/20+jsmM6ILdXhjlmAOeegzZllkRb0v8zsT+5+d/ZMUp99j0jg01EWzz8lF/oo/z7+XRgg8GFo46HDLJtjhqC544PYRJpLa23Dlmz+eAg4g0xHsc41Ut8fjJ7FtYgR2hNpKaZEc19BDMNzahTXDbFCf4GYoUOrHeglDd/5SH/4dTR3totl74+5aE5v9T1qv9spadimuS8l3NkR+NDd7wjQdDJiio0JgPu7iGGWl7kxYh4ngHdb9KySbm03xJSdU2vOz+bh99H76xFTsqUfeW0Zm+6IaXgh2jzcEIGCL6Jx9TJ650x29/G12i+3ABe/G+XtgubPqWg8vo76y8Po3f4DYLaZ/Ta7j6lovl0GgcB5qPa4+D2N8bpJ7OKZnmtKpJdAz0VIF/Qf7j6+LcBrdk5nM/sm8Ad3n+FKfvQaAkDTsd2BhQF8nYLWBb1Q/18GmGaSMfiFN7lZWMHmIJ3R/YBhMR/m7/FFSJu1K9qI7Y82CbYDjkfani9FvRsB+szMvo3WPH2AD81sGBoro6G63E+04fMxttdFc8dONJn8K1vDfRztm66ZNj22ReNnIgKOZ3vrHALrow1nKM0XNS1bVxiKqPlivEduS2vTeD9bo0BsrG+PQGvnlczseeA70Tf7oY1MD/D+d5TWni1ojL6Fxsw04FL/GDYSCyvsP9UK8LWwwgorrLCP3WJBvlirKhaTXV1MqSdQKNT3gP/NFtfd4vft0MJ2VlZWKneRmR2K2EvnN1CVtCC+jtCfNSVyKdefneHS70xO10+BO5CD8zZixKZ76YFAyQRq1HI+Ejukk4sBNCU+4/LyEkOhlpOYtdMAFC6+S1x7Siye30KO4bvAMx4aeGVlrIjC276MnIqXUBKLx7yMrRoL+snAa1ZKtPQ1YF9TwrBR4TyPiU/D4HEbLT3L7VCIfFtBwSXKyRy/7Uwss3vcfTiSqlgWha9+aGadwnFqcffbTNm+P4Oclv9LljQbd0Bj8U5XchlDTtlqwESXrmC7a+e1qoiYODejhFZ/RJsIa6J+eoSJmfv1sn71I0qMr/auz/qIxfcsmicuR9m+H3L3yWWHb4OSKFVNttZe1cquNxLNrX2Rzuv3zOwJd5+QzTed0fwwLfptI3XLwcYJiO2bQOUXkW4gUf6y8W+1BHMJVNsNbbot1neM3xcFMHAxYo0mPdcVUKKYdulvGYhyJWLZDUNMuSkZiP4kYsCnupffz1qUNiU2QH0iHTMOAUDfRCHPqQ27IwB5S9SWW6L3zYy4702iPlAHtIk2ftqUBOo7CHz6tJldBNzoFRL9BDB8Bkq6uFLUe0MErH8JAXLdkCzO6tWuXcHWQoD+WJQM7hH0Pnszr4eZjUbv8G+7+xXZ+U8h/c8TzewaNG96AFr7IKC/oYRJZX1vFNJVb5iVWccsrr8N6qN/Qc+uEyVJGxAI2MXdp5rZkUia5E9IUmkyWicciXRxZ5Otd5qqTOn9uz8CmQeYol1uI/pVlD/X3VtirTEtPuOAR83sBfTsfhPF1mvfSvq86yMN+G+bWU193mx8LUT9ZSya31P5jSb/SuOjw9q3hl2PNt9fJliipmigeai/DkIbDtBc4sFFJi3cXaP+lwFDzeyPwC0uff56zyfNbZsiaYcdkQTNBsC8WM9ugoDu69E8dCkaY2cgWa2/ofnri2h+AG26dfRarrDC/mOtAF8LK6ywwgr72CwDCHdEi/U3gCnhDKRFdhe0aE0h+51MoZ17h9P2eQTm9TKFai4qc8YPRgvG3CmpaBlLYQQC2/ZDDj5osT4BOdazzex0V9be7mhxel8VYGEOciTS39VYS8kBXBeBSAchh/fPKBFLCwrjqxp2WsV+iZK4PBB/D0SZeBMbZDnEMHkhrp8W6eug0NV9kSMxBTniXwduNrPveOsEP1MQeDKpzMk9Lu7hFxaspsTkqPUs2tG2RcDv0gI0i8uJ+oNAlC5IfxDUjl2Ah8xsEnA08Ej0cUN9Z7CLwfaxJKNqJ0uO7hEIfElh6Vuj/rUjyuL8TY9w+3avQKm9tkHJrI539+vKjvkxAlrvQwAIoEzRHVGnsD2RruFCBHLOQdIa3c3sBjQGlgO+gMCIFG6eAJuOtG2Q1IW5+wxT9vE/A3dF3Z6OehyOgJpfx3mNsLLSeHoXzb/LAtNNLLoEOKX5+EOoPPeZ2X7IkX8ZhedPyI7N67AC0ji8NM7r7O4nNNYMjVk2toegDYWhca0P0Bw+DM2TL7v702Wnp/aYBnQJsGgyYhN+CgGJq8T/Hyo793Gk93qWmT2JQJbRAYjsBnwagZeN3EOS21gAnG9ivp4NnAVsZmYXesjfZHN92jAZA4yJOqyC+sEc1PYbog3JZsKduyKt3AfLf8jnP3efZWYjUHKfxJgFgXgGbI/kBx4HppokB4agcfd8lNFhrMw6hXZF4PkHCCQfhTZpl6iTmZ2INjK3QGPubuDkDAR+y8yeQu1+sJnd6lWkimpZ9l5dE81LM9F7+2g0Xl9D422ymV3v7m/G+ykltFqINlASK7tq8s2sL+yC5pAz3P2X2e+rApcgsPBJd3+hQhlpHdjfqyT/irXGg9nx9eanDmvfCnVLz/k41C+3RhFK+6AxMBtFO1yE+nAj/bX8Gu+gOeAWUwLJ45Ek135mdi9iW79Yo4hOaI46FW3E7eXuT5jZLZTeQ8uiuWaUmc1Gz/SL7v6ISZLqLHd/xcx2Ru+Rs1mKsVNYYYUV4GthhRVWWGGfjF2BwuvfACaZ2RuImTkLLWAHoPBE0EJxFcQAGIwc9DkIcBmNQvvHoPDVDdBC+Lzs3Lrm7qen/9uS+rOHoHCyr8chfZDGX684vnN2HW9kUZo5wVsjcGFTxPr4PNJr/HE44Uea2fneQOhnODPdEYB8cg6KxffrIsdqG6Sptvjn+PdHCCj4LGLyroiew+eBHyKH7jvZ9eaSgczx3d+C+fH9uK+vmdlQd7+jXv3bwVK7b4KSyLRnOclx2gVpFU6Ivw+ntIkwFyUVexo55luitk4geN0w2X9D2xW4EY0tEON7WQSaHAkcZmZ3u/u77X3hzNneFLGzbofFfdkDYL0aJXs6EPhLEyDR0tgdaN5ZCYGrayHgbjBi0HdGG0ndEXvxf+N+OrJeqc8OAq6MucXc/V4zOxA54N9FTjgoTP2X8YFS/27EpqPIgp2Bmz3T7KxnMbfugECLRcgP+bmZnYAAorEIEHwD9b1F7j4GFrPBOuL5pgzf/dBGw0A0V+6Ewn5BYEor/fFsnr8eAbRzEFPsNOB3ZvY02pwySnNAS5w7PzYOrkbs0IHAs2Z2Ndo8vB0lxFl8TgP3kOr1mpkdHeX8FjjQzM5z9wtS22Wg874oueMG6N07HvXvv7jYsYmJXE9btWv0gy8Di8zs0QQIJqAtnl/XrL88icLEk3VF8+nKaO7dArVlH0os9s8DG5vZKGCcuz9MBVtaVmYd2wlJGRgaT3OAHcxsHGKSJz317giQS+/a1YDfZwD0YqkUM/stYiD2iHPbxCp09x+aNMj7oL68cdRhc0p6xi+a2RSCBUup7/SjJIcB1TeL0ntse8Sy/212vwvd/R0zOx+9/w4FXigft9m9vWtmifk6AkUTPIM2PedUOL7SPaf3RIe3b24Bwj/vYsbn3w9EIPgMdx/VxrK7ofvZCPX9acCd8fOxaGOkF3B8jU3d1N67IxD4mfh7S0IGBbGi+6E+vDFatww3s+3QfJAiFJ5Dc1ufj+H9Wlhh/9FWgK+FFVZYYYV9bJYteC9CztXGaDG4J6XkUvMQKPBcnNNiZg+jMOPeCPi4FyX0+P/snXe4XFXVxn8rPYQQSEIMhBIIIfTee1VAQUVARFBEkSJI/bBhQxT9QBGwI4IgCOInvaMU6b2lE0ggBdITIKSv74937cy+k5l7Z+6diaJnPc88yZ05Z5999tl7n73f9a53bYrA2tUoAR6PAffEddpcKMYmqk392WzB3hUthr8I3FYDI6PiZePfb0S9d3b3l83sPkqbtXcQsLMxUKs23fqI6fJQ3Fc3xJ5dgJgvI1BYXm6pjQ5CzIa/xz0lqYInYxN+uJn92ssSnZVbbDg+a2ZXILDuBjO7GvhlG0yNDlm2KVgDyQU0rJwM2O6LAIY3zGwsYoBeiBixjkLyJ0bbH436SQLBPzCblqxPD0Ab40UmZvS+wMEuCYJ3UAhiz0Zf38xWQdIN7yIAcw5ywMzxljqQc9E4SRITie3TNAtG0pSoZ2c0J/VBc9DqlJKSDUSOjA2QjmZDmM+JsVYGZiw1yTP0JTQbgb3M7AV3v9cUUjws6vc2kox4I5VXCxCRHfMzNC9dY9I1fhw5I8ajZzXNqzDcXRIHv0Lz9+cRIJJC2zdH8/BSNMf2QWHTy5xVzdj4x30l59aTcb0eCFg7CYEXP4rvl2srVzh9YrZONLOTEWi4a5R7MSG7ks6Ncv5pZl9CDMWuyMnQC70bf+XBCKz12Zg0LxdHObsj8GYakfjLzI5BAPxd0Y6nIabvWBRi3AW9iy8HjjWzz7qYg232jwxQPQa4IQdeCRDPpMN+ppk94O5PuftLSOYnSZysht670+I+VkLPYA3U34ah6JT90Xw7CtgkB/asAazMGuwNBKZvHPVZghzFi4ApAcI+gxjQewHnBJg2CsmTXO8h+ZPVtzd69mOiPdsNDMYcMzM+LxG641GHeYj5OxPJBb2M3nHzELNyMRrPrQHu6ftpSDqjJ+3Q54336TcpJf/aCUXarBS/15z8a0W2b1bmJ4ATw7mVmP6LY15Nc2uSyqq17PSOuBkBrE+h9tkMOXefQcBpb9pgxmfPbzHS4E71WJvS+mgVBBSPRE6xMWgdswZ6fquiNeDC+PsjwI8b9S4rrLD/RivA18IKK6ywwlaoxcb2Ro8M3PHdmoh90weFX47Jz4nN3eQAAQ9FoVxz0UK9L2LLDEbvtWfdfXycVyuoUIv+7HkmmYNjEWNoNTN7iVIYY2LvTnOxQluztDDeBfg2Jc3AjSgldpmDFsbLabO2YuNR+PWh7v6/BHMh7qkLAU5lm+W0ce8av80Ppkin+DuFEt+O2HOt1sUymQdXdufH0IbqAmAjM/sZcEtcs81NfVvHlDNqzGxDtOEbV3ZcI8oZiICi3REY8xXUb/6MwIufIGDgC4j9+BxwdmK/fNAYIwHmjAe2dfebzOxM4E13T5qLi1F48vgmXP6GqMPzKCFdDwSY/Bg5J5bEGDsMjf9L47ymt3Hel2IDOjs+E7JjVkIb24uI9mnUZjWunWdYT/XZHAFAKRnK3xFw+JArAd60svsYAEyvp1/GPPEwuqehiAW4T1x3DgJ23zKzT7cCwL4JvGlmC5EO5y8CeBuCgOqhCCR+jtJc2NQQVyuFvXvY/LiPaxFrcFHZ8V1cCdV2QszRL3gkY3T3+4H7cwdCzL/LLOs/j6B3TAKQVvaSjm5bde4cc/W2CMjeGEmldEN9YBLqA/9Az+V8BDxORyDzWYjV/i13nxVlroTebVcC3zaz07wN2RtTSPIwBNysAbxuZj3cfX5ZX+2FpBDS/XZ190XZvPwTxOY7OoC8BUir9HXgsQBvu0Y5SSIBWvaNDrMy2zJ3H2dmP0Jz/OrofTsBOVw2is+RaC1zI9IHX2hmv0Pz2oUmOZCR8fz2Re+TJ1yyRnWxMtPxZrYuCiF/CmWor/TcPoYcahuj8bYVkkdZGfWZY2KuaO3+U92ejPs8ycTYrkufN55xQ5J/NbN9K1hn9J7ZC+jmZVr4qb5oTM6jJFHUpmXviHXRenYxkoL6uEtGZqAOK2mLt/ZeiTnlXgQS/xE9526UIpb2Qw7N18IxMRn1ixFofH0WrX33Q886Ab4fxCiewgr7t7ACfC2ssMIKK2yFWOYtPxLY1xRq+r6L0TQZLfwws87WMjwxt84oTHNe/D4nPq8TiVvqqE9d+rOxkO+MmKWPI9BnfRQ6uRgx8CajzMbn+PIagcssrtsFMSa6x0be0KYyMdd6IUZYmxpbWdt+Hm2mFgdz5ClgQgADrYUH90DtdwJwpbcMR8TMtkfAbFsbs5TVuR/aUO2HAMlB8dkR6U+e5e4TqpVj1RNcYWb9gB7uPskjvDprn61Rm85sZDlhUxBwsCGSzVgp2g3U/15Bz++zSAd3uU3ZB8zmos3WRWZ2FGLbfBOWgTS7oGRSXi+AUYONR6z2zyGpi7Re3R6Fpr5pZpvEMT8iJEpWBMBdPg7NbAO0WZ6JxtrMGG/z0FxRl1lJkuRgdL9/8nBGmUJadwTGupKu5LYZmivmmHSkFyNnUKVrbA/81N33qKduMTfmEi1J33QTBP5uBQxM81m1OSvm9yeIOTvAv2fiU+m6TQVfy/tN1p/fRHPwUARkWlQnAcv7IrAiObg6R3mL3X2ume1jZr3d/ZbsfTMMMWofdPebrcSeXgs5c2oCX2kZVnwEivg4G4Vvz/EyB2a8b69HUiEjETh4XQJeo97zgBuzOp7eWgUC1DwMOBW9Xzohp9Su1jJx5QyUPMmQtmjOlk22CpKeSHNxpxxYijZfjEKkp2ff532jIazMtiyVZ2ZHuZjwCXDridjbPdD7Mn+WtyFH6+koMeVskzN3JcQ+Pq3eemT1dwQGXo7ufZGZTYlyn4/P6x6OM5MDfHDU813kPJpTZc21/AV1r4+i570TYnk/gpJ7bo1YlDXp83oDkn+FNat9l5mZbQNsZ4qI2gU5BVZC49Yzp8pSMzsNzRk3WP1M0b0oAZ6HAuua2RXuPrrVs8osQOlrgU8iSZxRqJ17mNkpqE1+F4c/Hr/Pc2nU34xY219F/eSf1CeFUlhhhVWwAnwtrLDCCius6ZY2U2jDcyDQ0yMpS/zeOTv884ipc0f+eyxeP4bCNC8D7gwAczukczoehTzWC3rVpT/r0lK9IurVC4FxmwFbItbLDgh4aYtx2TnK/TJKfJOySidQ5SBgsi+fQb2SpcXwNojdsGrUcSLaEE1GbIe3gGvLywxGyJVIN/M5xHwai9hH26JN/fVxT+Us0cTAOhQt8gcgUGzNuP6jSH5gNNpgn482JEe7e649m1vaEKcEV3+Ka22Nwnj3MCW4OsbdH8zOewo4LGP9NKqcZD9BG8uU4XgVFOa7Fdow3ezuI8r68wfSAii6FDkUEuh5U/y8BQq7TGO00UyYUxGI0Qf1p7XRONsa9a1947euwNfc/fIGX7+qZSDahxAQeTSa295DSX2mIDB+AvCku5cnW2rzEvFvCgNOIdwHo3G0MQoZPsHdH87ml1cReHEJars5wACTPMQ8lOE6gYZboLasJ5lSPtYNhbLOQKDLI+XHtgaYuvuiYGWth5xbvRAoMBWBR7MCCGy6mZJNTUbA74tonpoa9fsiAl6fTVU3s/VQX3wCgU7PZ3VdnJXbCYEb45GOahcEUB6MAPQ0ltZHDoRPIeD8W+7+qzpuYTSwlVfQXc6frbsPN7P3EXjZGTE2NwQeseUTIk5ErL55rb3D3H2BmZ2FGN6novfEEjQ3rBaHJSdWb+AeDyZwhTLvBD6dAaXLwKpKYGyV+jSEldmaZeO/P7CFieX7erTzewFsvp+D2lG3+Ugr9h6kZzwk7nEEcL+71yotVH7Paew+hvrrANSn1kYOkSOzul+JxtyGiFU8BoGWt8SYrCex2tFxrfT+a5c+b9SrXcm/cmtW+5bZpmj90h+N9RRxNRwYaWavIsb5Vqj929XHXE7uP5vZg6i/fgk4y8z+gdZmf69xXQia184EzkOA7krx3Qwk6/LjOG4tDymaqMNZZnYvWv+9hZxFr8VvBfhaWGHtNGuyM7mwwgorrLDCMIVGbonYgdehRd8PkZd9Sdmx45Dm3U+zzX4K8/wjArzOdoX/HYlC2gehze35wHfrWWCb2eco6c+uizaNuf7sz4FLg0XQCW3G53srzM06rr0nWqA/icCafdGmZnO0YP6du19Q66bIzHqizdXaCKQZhjYHayBQdl20UR9eaSMS7fkDtHGZh0Ddnog1cY4r9K3FeVZi6t2AGHDDEVhxC9rgzXf3d7Ljd0GheF9z9+uq1CNtcCegBFe/i83h31Go528RaP0icLJLG7RSe3S4nOz+LkXPaQzwGZSI7UNxmCNQYxTa2LyEALjh7j6xUt0+yGYKNd4ZbdpHN2BT29b1kvMmMZlSMrghwJru/pN6QMQO1iXNSachzebbUZ9fC4EeayIQYl3gGnf/cjuYT5jZdOBklPxoSbDBpiNn0XfRXHpi6rNmthYCvw6IenRBY3gycqQMR/2yG2I1vubun7ZMKqSN+qSxtCnaxG+OnsOVLgbnqgjgbTVMPZWFIgYuzr5ehNjlryNAcSLwv16HZmK9ZmJuXo+e2WDE2DcEFibN7SvQ3LAozjkKaaV2QfPqWOB+NPbHIp3KNwKcewo4z92vstB/DHBoHHqHzTMlA9ofzbv7IcfOkR7SOa3UPc1L9yKt7sfSGMye1TIJnQBYD0Zg1FKk/7orcJyLhZzK3RI4B8DdPxtg4oK2xreZHQgc7u7Hxd+rILBqh/h3PHBFJdAonsOPEMvvDiTlMg6B8AvKj2+rXVDkSgIB7yFYmeg9vzNiVF5b7b3RRvlp/H8BJan8vrtfbZLx+BJ6f08AvucR/ZLPj9Gei5ITo/yZ1VufVurZB60DdkFriSVoThqNGJldUXvsjhykR0e/rUUOaA3k4En6vD3Ruqlcn3cwAnpHufsm8Ww8+ubeyMk9qXzOMLONoo4nufutbc3tK6p9TSzXNdB7527gb3HfQ1DUS1cUMdIHeAjJBdQjG1V+rQFoXpyPEuidjeaqH7v7efXcU6wN94jzF6F59slYV2+I3g3D3H1CM/tlYYX9t1sBvhZWWGGFFdZ0C6DiQrRhXYj0xZ5BG9bX0Eb7bbRJ+wOwr7s/nW0i00ZzHGK9XhaL62eirOPQZv5g4Ch3H0sNFgt1yxf/VkF/NqvHMLTRfdTdL7MsG3QsllfxNjK/ZywPi3v4CGJUbhGHTEKL+D+4+zdrKKuLtxEuaAoPHoyYuddXALzzxXZPShmSeyPNwOfaArZiwzTDK0gTlLVTf8RwO8zd/1ZtcR8b8umI+fEYAr1HAHu5+8MBgnwf2N7dZ7dSr0aVMxf4orvfGH//GT3HyxDYtRXqN0MRKNsH+JG7n7uigMFGW/Sv1VE/WIDYlPMDwG464FoG8ndF4Ni7GeC4wjeGGfhyJwILv1RWz5VQ9vrNgDfc/al6n79JA3U8sLe7P2dyWPwT6e++YHKS/ARtlufHOZ2QjMa8AOTeQXp/m8VnCGJs9UBhyKe7kj61Wbds/tsPgZH9kBNiK+C0mAuPRADPrdUAs6yczVCY618Q82ol5JzbAbH3N0PM2l61tllHzKSl2B8BK2sjIL0HAtGuLns/DEWsvg0QO3k8YpKmZGEpjHtNNI/v4u6vZ/c+GrjY3X8TANmrCKj7pUkO4i8ICHu0rf4d7+xORLUAACAASURBVK95wKbuPjK+y1noa6Ew7K97xmwMwPfLaEwvRsD8C8iBdCBiCp5SY9slx+hP474v9TqjT0zO2aezr6ajOfpVBGhPQjqmbUoLxXyfIjASK3M9WrIy70DPrU1WZoXy0/3egNr+DHefbWbnoLZ+ArEFRyMm76wYm6cjjeQ+iA38OIqUGFnxQnVa3LcjPexy1vAvECj8Z+AbXlnj9zo0lqs6T6ylEzzp8y53vFXQ53X3l7IxkAPkM9EasDz5V39gu0rriQrXa3r7ll2vN3IU3B73sQqSoVoHrbMMsVNrvnb2XvkJelbzouzeaF7qHH870mn+mVVxnGXtfBtav93qkSi10nxvZkegRIqbprFbtiY8HL2LTq71fgorrLDKVsgOFFZYYYUVtiLsVyjMcQ8U+j0ebYw+hhbxC9EifFW0eUm6cMs0tKKcrihT95LYqG6B2BGzzex2SvqrrZrVqT+LNtUpZHEDBNalKqbN8dooNOw6bxnC3sLieM/+vsfMHqYkXdAHuN1r0/faF0kufNXEPFsPhYi9R2ys3X2JKzx4BqXw2eXqFJu0brGZejw+NZu7j4IWbZv/li/25wAHu/sd6dpVikwJrtYJkOgraAP+cNR1HtCvNcC0UeXExvY+1FcTEHgRAiKHA4+a2XUIgFkZbcQ2ILKcfxDNzPZBzOAPIUBpIgLcRpnZWJTZ+5FmgcrZxu9QlNRoTdR3RpnZjYh1u8IB7axvTwamZPXsHGNtHnruo7Jz6q1nfzSO97USA/aZAF67ovV7N3efnzbJcY0U/n4qMNdb6lGmxISO2nFKrXXLxuglCKT7grvPNLP5iEEFAh32Qpv9amzFJD2za5z3P17SxXwRyJMw9op/Gw6wW2iKm9kxwOru/jPU3q/E71WZyi7H3sXxHNZDCWk6I8fLRmjcr45YfVe4++txXppj30aAIEACOP8U/86Lc8encyrVHUkUGIr4mKOvl0tgRbwjT3KFECenHyha5M6o8zDkMDoAvXu6oHD9A6M9XgV+7kqUVslS/zkAJdJcBrxGv0ta2lWZ3+7+rEnmYQNKbMxt4z77xGG3A4fU4Czoi9YQbbEy90dyNKOATepwkKRjtgB+G2sPQzqjf3H3081sDwRobmJKynkp0q9+LM5PAP4ZZnaeu/+ihuu2auUOjwBALfr53Yjt/ifvgMYvpXvvqD5vFxqQ/CvuszcroH1zc8k0XZP1l3eQZNUr7Z2rsvZbiBINvoXWu9PRXPkammd6ovdwaudKZbmFlAiaYz5hZlcBf/WIQjKzzZFe8zjU7q+T5QUou48Po0iHZQB8e+6xsMIKK8DXwgorrLDCVoC5mJkTTWyxU4Dfu0IhV0PsnE3RpqgTCtVdLtTUzFZGm8HjzGwiypz8vAdDFi3ke6TNbjVLmwXq05+9J/7eHbEzXo37yheo7yAG5HbAg1UYBpch0OM1tDmfCEwNwPNpWrJ/arEkJwBwDAJHxqHN+wjgFTMbg4CiOSipxnLASGy+PgVsZWaOFv5jEXtnDAF4t1aRDARqS5dvkZndb2anInCimrbjFBTOe7WZnRH3+oP4bWUi8VBcu7Ww7naXkwE/XZHkwOlmdksARs/mx8W9pURLU+kY+PYvsYwxMwQl13gLyW6sgjZfW6CNWm9gtrv3bXI9TkHMyLFoDPZGDoojgb+a2Rc9k7RYwXYe8Hsz28XdHyvrN50IZns7y34NyXaciRhW/ZHUAIhNtiOah6A0ly2z5LgJp8FABLi+5e7TaaeZ2foIbDwygNcPIQmDFGUwGjg+HD3VLI2Dt9D46AXMDEAxgYNLEXvvvbiXhjObvRQp8Nm4fjfCaedywCVd272B0e4+KZ2bgU2LkDMu2fNlx6ziZQzQ6NNXAFea2cZoPF3s7nPivbMN8E5+vQq2KgLJdkDhyCBm42gzew0BVxNQO36CSHqEmMTpHifEMamuSV95EAJkN0Hv43XReL+WKsnbsrnt28DHzGxll67rMuCVGjQvo27JafHn9H04FbellASzor50Bgr9mBIrcwFyBMxG4NJjVoGVWWsdy+53AbBqtN9h6L3y8/jtLfSc3kYO548jR8PPsvqm479nZo+6+7L+U6tZicm8I2JL3ge86O4T0rOONdbH0PpkQzN7jFLkTb0av+ne70SyOwvj2Jr1eaP8hYQeqrUz+Ve2vmpa+7Zh3UzJWvug+fpVb4eMRQW7C3i5o++1mMOOR/q3n0MROt8zRexcj0DcPZFu+UqEPq6Jmf8Scoa9gJ7NnigiDerUry2ssMJaWgG+FlZYYYUVtsLMxS78Vfb3LKQL+nLVk0rHvmtml6DwuNsRqPa1+Lk3CjkbDpVDqzLbBtjSlAhiWwTi9Cb0Z8tAlG9Ffe+KzfHKaIOwnOYp2oyti0IklzOTJtyxlDbMs+LYmWY2Hm2AEig7CZhWA2j3Z+DG+P+diLmwDtrUH4gScPSMay1FCWD+HPVJANcGwO8RG2101G87tCFfjBblLyIQqKrVApJkG7s9EGPsyjZOOQ9tYIehpGR/ie+3Riy7Oyqf1rByErB1NNrUzwOeNiW+eAL121EuXbclrW1cPyCW7ndP1M8/7WVJ0Uxajusi4KKtsdYuy5g7X0d98/toQ77UzPoimZH/RbqAv23kteuwLohRd7mZ3YH6wyjkqGiXzl+y2DhfhACnjYHzPZjiiOl+AGJ7VTSTLusPUCbyRSiq4AEzu9LdX67nmWXHDkXs+QR+bYvmlakBuKyVfquh/JkIyN0duK4toKWRZpKV6exicm6INDsXZr8n51x3ND99Gzlu0j0luZjd0HO4w90fj3PXRu+IcQGoVmqH61E7fRg5FBJgNAQ4ETGHq7ahu08zyT+sDDyMgMQ+CEhOjrjZaL5fQBalUak9Yr6aH5+3CbA2xl9PJDHxRqVzszZbDTnvPonmxysqOVBbOb9fNdA+1gx/j+Nac2g0ipVZS31TwrIT0Tx5AuoH4+OaGyKt3VfN7PMIzPpNnNsdRaRMMbML0HrkSOD5dsylqc5bIBbv8QgUXETJAbsmeu+NRpqho9z9sexetkQs4Hvjq+5mVlXjN+q/Eeqvl5nZ9cgZPdvd55eDsctVuDS3fxQ5Edqb/CvNQzvRvPYtv/e0ZhqM5FcGoYinpcA7ZvYmavMZSH6j1XFTofyN0DpuUzN7j9A5T3UOoLqHtx3tA4Ar8uF64HpTktETUFscguaenyCnxENojM1Cz/YwRJLohto5afhDaZwVVlhh7bACfC2ssMIKK2yFWLZwXRWBXnOAsXV6+O9FwN02SI/1mfh+bwRspvCy1rKv70ZL/dlDEWA5KphDuf7s6sDDAfoYWrB+AwEHY6EFG2RfBEilOrXYvLj7VJO24PqIWXQk2oAkZuX8qNM4BCy/jMDSqpZtJHFpeo0LxlE3tBHvj0CRDaONJkELdm/KTL0OsLtLZ7AvpezyKQz09XReK5vfWiyBezsjdtByrNdsg3QRYptejBJozM8OG4Q2DNfH38ttCBpRTnavYxHItwpql48goKEb8G6055nufm0NbfDvbOn+V0KOjOmwLIR1Kdo7z6Wkz9dwVm8GYG+C2GO/85ahsjOBi0y6oZ9mBYKvGdNsV+B3aHxNRgnYTkfjd6aZzUDayt+tXlqr5T+ANu/nVjjsbQQKttgMZ+fuglhKvVE4+7sInDkaON7MvuruV9bqKMie7xSUTOZwBHbshJJ2zQpAfg9KLMuUHK28rHS9nyFG1TVmdhiSOHkdAUbJ8dSs0NbPA/9jZrPQPPdxE/P2RaT/OQc5Ugah+T9FI6S6p3fLCWjefhuWhfhfjBIczTSzY9z9rvKLu9iYV8Unt27o/XIvbVgw7N41JQ68z93/FnVYHT3rbVH73h1lthr2X+UaS1Dfqcrmy/rQxgjQmYqcWz8N5+Zo1K7DkW54tQztb5nZEuS8eBElKnsaMQCXaYq21l+9AazMWi3A92vQs/4W0mM+I35eA0WhPBl/T0cyQD2RgzePPBkTv6f6tLZuqVSP1B5XojG0DnKMrYfWGasjxutLaN2zALjHzKpq/Ja9HyvZptm9nozaejjwqkmOpqo+b/ZOPg0lrRuLnOkp+dcVKLKpluRf6XlPo0ntW25ZXS5F78j/Qazw2xFz9xMIvIRwLLc1z0af7BH9fDs03uZEO5XPoYcA+yDQv1UzsfkHofdoJwQI3xo/fzHquZK7n2BmJ6H+M5uSbFI/FE22FEWcLZNPaevahRVWWHUrwNfCCiussMJWiAXwOhQtXAcjNgZmNhOFbD6NQiGrZiGOhd/w+OT2CAJAxsTfrQFC7dafNbObEMPkDjM7P+rdBem1XoA2wgmUXW6R6gqlfTlYDfsANyAwdz7a1ByENm7rUAoLrQp4WstEVuOAQ939RUpMpuloQ3s/LRnHSzIAdmvEengqfpsZ9/9ihfp3aNOa2fbAC1WYXem7Y4F/VgHnr0cbiXlxTqW2bkg58f3fgb8HSLM6Am1Sco21ENiRgO0PZHItaHH/TyOnxFDg6SYCYZXMENC1NtowrgrLGE1LgxVliN22XfzWUadArZZAxc+ieeJziOm0CtqoroUYYTsTG36rQyMv6zc7A7+xLHN3dsw9lGRQ8mfWOep2DAIjjnH3ZTImZrYWAmW/ZWZPubSKazZXwpx/AKeYQlP3RHNZP8QOHQKcnw6vVk6MoYfRvDsUgUL7IIbuHARmvmVmn250v4s57wnEpt4YgVTboXdBN2CBmb2NAPUBwGSPpDlZO6d/d0dOvBSOfyECZI5HyayONbPHvEx6wKRl+xHUXhOBu9x9tru/QmjOxvVqmUM2Af7PSnqv09Bc/vcam6RDlrXJCATKD0Dg32A0P26DnH5rIj3fY8vnxxjX36QkebATYtGuFL+/jZjEu7VVn46yMmu1ANTGI+CyHGBbG0kapKiOJxFAeZKZXY7mNI8xfVDc591xbF3AVnbdLyA9z2WaxWgt093l9F0XybV0SOM3rvdcAHtD0PPdDY2hWvR50/2dhdZe3/LKyb/ONbNWk39l7f0kcmQ3vH0rmSlh6B7AJ9z9QZMc1ndcLOfdUSTS94HyeaOabQEcbWaT0LzwBtBfrzgWIhZvasOPoGdY9b2SvQtvRmPhKTT+NkNrwmfQ/NcbMWK7Avdma+73EaBdWGGFNcEK8LWwwgorrLAVaT9FbLHvoUX29WjDdhBijoKAhVbZNij0c9mi3hWy+M/4PTHAtkEhwFPz870D+rPu/pqZfRkBmVchkGMJ2mz9gzaYqmmTjDbq84GTs835Q8BDZrYQsWe+Gt9X3YR7KRwtgYHvx8YrhaslAGgYcJRnTLwM0LkcseL6Am8HyzHp9S3Ny2mApY3I5qgvVDSrnOAq1cVjQ/NetfObUE4nlxbkIgTMTKbEbEpJP96HD46+ayXLNvNfQaznK83st8jJ8Bba2M5p5j1mZY9FY+RrZvYpb8loGobAr8Qy7xCjqQ5LdVsLhRnfk/2WJE+6UnLiVE2KUs2CRXobMNDLWGiJuadil3sG6e+NUZ9/Ns7pEvWYaGbfBW5CG/Hh7XAU/Agl7boq6rENmrc7ozn9lrhWa2HHixD4ku6pX9R5EzQvbBX3vrhWdm6tFvV6AEkw7IHm7ouRQ2U9BByug95JbyAmXgtwLd4tXdB8OQKFt2+EAJk9XUn9ZiNZjFw/HDPbAjHl1kYss3WQc+hqU/KvUSixWi0SLmsh7d9Znsk2WI1JrhpprjDou/PvAqT6ELrXzaiiZx7j+sIYN6ug9cFAdG+JXVyLnBB0gJVZj7m7Wynh2gIUcj7X3Re7+5OmJIFL4lk8gsbKTkja5xFgmikMfGe0lnguyq1rXo169ER6ni+b2dNekk5KWet7ofXSrfF3uzV+szGwGLGaR1OHPm/Ud5W49nXeseRfqa8/SpPat+xaaQ7YDK1PnzVp7c6hlGDwGQQ896njWt3QvHcccjQuiXsYh+aDV0xM5XWRk+qXcV41R3Ea88kJshjlAvi4K0ohaYBPi7nsI8APzew37v77WDNtj9bkk4Cr/V+nq15YYf9xVoCvhRVWWGGFrRAzJWzZEy0gR6IwrR8iUOejSJfz/GCUVLVYANeyIb8PsZD+VqWcdunPuvv9KHHFbmjT0huxVO/2MsZuhc1iWhhviNgGaYPUCekQLkLstFtRSOP91ephCjHdE4EE26HM64n5W77p3gsBat+tUKe9ULjci8Bl9YJF9Vh23TWp0M7ZBqdSgqsWx9F2Uo8Ol5PXOwDWgWjjOAuFYL/n7vP+EzYniTFjYlvugBwKa6GN2zuIpTcOGGPStvtFo8GdGAcJFx9rZlci7dIxZnYP6qNLkdOkOwIDYQXp0GX99yYEUlQ6ZhHqH3VZWZ8dBxxuZg8jhu/czFmwXJtbS+bvvQg4T/XJx/M0tNlPwEo9Opfm0hA8wsy2RX1kTcRYvbdWQCvrZ4bmvBkIbHik/NhGAq/Z9RMg9AjSv5xa9vvKKOT2nTRfVKjHQNSGQ9z9ATP7KpLQ+WeUvxDol883Ue4fEOh6KgKm7qIUxbE5Aj2eJ6Rk2rDpyIG1NyWgva4kV422AM7mufubruRu09H9LQNmq4FSMW5mxGc0ckQ+j0K7f50Oa+XaHWVl1nOfA5DcwMEIQO+EZGhuCdBvokubtztybA5ADMetUBK9PpQSfX0M2Mwk0zDG3R+o4fqdUaj6ewjcdiTRkJythoB/R+P0FwiYbrfGb5qfrOP6vEkvd0Pgkbhu3cm/wrrShPatYikiYxCKsHLkJJ+OQNM30bifjhiqP7baIjKeQcxdQ6zjv6J5egu0vjsKrZU7I8fRTXFeW313L2C/KPtQYF2TFnNKxpikhD6KnMkPxnkHIHLAuqh9NzezU5q5LiyssP8mK8DXwgorrLDCmmrZJmcrtDB9ESV4mIZAhfdMLNQjEZuoQxZAWU+UDGd8lTq1W382Y0FWBAzy8ss3d9nfLwEHmtnPY6Oa63uticCTtpI1DEKA6i4IkFlq0gBMepwvxaczWsQ/Huct02MMFsQZcf+XmNkP4pxRSBPuZWBEtc1WlNGNlqFxrZqZDUEbl1cr/NyoBFcNS5QV93cU0o5NQPt8BBC8YmaTgVc8ku58UC1tEl1sy41gGXtta8RC2xaxfj6GwngvqWFzXG8dysfLj4P1cwoCOo5Dz/VV4Dh3f7TSec20AFQ2RUlRfow2wxOI0OYOFJ367EnAOfHd/Wgz/rKZTUBMpNnAW8EUw5TV+3kzSxIpExG49zUz+4O7vx0ARy8UnjwGAXx1gZvpWBN7/1kC8KvHEiBjSgi2H9rYrw5c6e43x3y8wFsJN+6oZffsKFlYN8TQfBc9w1Z1TsOmogiN35nZmQh8+U781hvNyWOgRXjwNogp+WF3f9bMNok6TAzQdBqSjWkV5MgAnQ+jMdHTzJ5z93+syHFQVqe1kfTEnsBa4cDZ0d2fMbOd0VzbpkMiQMPkEFuM+nNiG77Q2rnpuXo7WZm1WoylnyHJgT8g9vMVyBkHYtxOMrMfovXME+jZLkbg5moItBuM2KY7ovXQV9B7d5MagOHBwDdNyeN6IGfPfmb2MjDJxSZeHPXdFjlcWpVn8TY0frNx85aZpTZ+ATGan0LvwKr6vNk99UPP4GwzG5E7bazO5F80r30r3X86fjwCK4egZ98JydB8nRLYmTTk2+xjcW+zAczsYDRvzIj1aa+4lwFxnTc8kni1NXe7JEj+bGYPIhbrl4CzYg10JQJypyAHxW2EpitaD45HY+XTKJprc+KdUVhhhXXMCvC1sMIKK6ywFWVrItDEEHNoMtqoTkPg2Nto83ZpjYyB5SwDgzZDYeATKh0XC9t26c+WL9pztl78nZhdXwEedfdKm8akO3ujmV1CiQU6FDgXadyNSXWtcruvIZ3ZgYgduABtPg5Buo9dECutW/ybwvjy8t6JYwcgBs/6iO24V5TTHzEzdioH2jJQ4Tygr5md2NqGJtvwbI/A3uUA3eyZdyjBVSPKyfrgEQhY+AnqV/siIHtvxKgCbbYeb2+//VdbgO5D3P0oM9schWE/5WKv3Ref/PhBTajDILQh3A2BCbsDL7r7bcBtwTYbgACyiXFOZ1hx4dVhmyJ2FQgk/RzaMHcotDm7h+vR3LgOCpv9GEqQkgC6pSgcOyVP6YYkV/qjDfZqiLF0PnCMmb2IxtpWiBF2RHvATTPbDkUt9DSzaYjpNRkBB3PQc6kKHGYOr/0QWNUPtdtWlBj+ByBnyK3eUmai4RZA34UIKJ2KwLPxZvYGuq+3gZc8C+lP5pKp+T561sMQaywx0rZC77E70qXi381Rm02Kv/dFDrZZ4TDsTwkwa20eSXPwPgg07grcb2bTKYGOz6G575FmAdnZ81wDhUKnJHRdEAA5I0DY49G4vqZKOfugdpkYdXVKjsi+aM5NwGZiH1arS0dZmW3eL3qOhwCfdffbYh2xCI3/TqjdD3L374VzZmXg6OjPC9B4eR14LNiHXZFjZCAltmZbTpFOCMBcHa0ZuiN28Hso2dubUY/F6H2XxleH5FmspM+7Jur3OwGHUZ8+79loPlsA3GftSP6VrT2a1b5VzZWUdBRieL9vZjcD55jY7z3QXJz6eq0O6eSsfyz+7h2O8bnu/iqVHdW1lLsS6ht3Iw3Yw1H7/x613XmobabEmnVLxJQ+0N3fMbNH0doyrW0b6mwtrLD/RivA18IKK6ywwppqGSA3Cm1c1kCyA/3Rwv1/gY8jkOGXlcqow9LmbEe0sZ3byrEd1p+Fiqy7tDi9DLHYlgNfYwF/CloAX4s2TQvRQnkUoR3b2mLXxdq8N44bijRjRyJG7GDEslozyryT2Hjmm05X2GICcRKQ3D/KWAvJKkxJPwNuJeZvAlr2Qpmsl9toBDh2GgIBnoqvVwNubg0U8AYluGpQOZ8B/uHuF5rZbcAt7v4Vk97bJUjr92fpktXu6d/c3qaUZONE1G/dlBF+DAJznkaA7Eh3n2R1JJKq0VKCu2mIbXs/gJnNQaHLTyBHwHAzm+ruC1c00B3jMQ9t3haBxdvSoNDmSpttk77nUErg/+T4vpO7TzCzL6BNdF80vw5CjpRNEIt5AAIGVkPgyTG1bKQzR9KnkPNhEAI3+qE9xFwEdMwGfk5ovla5r3StS9Cc+AV3n2lm8ymxrgaj+eQflHQUG24xz/2SCBVHAOEM1H6LEXu4N3LYzK5UhrvPMbOfA13LQKIBaK5NDp30/GchJ9AQJLWzDTAygNx+KCFSSnJYFSTL+tOl6P00iJK+49rIaXEQApv2RuH7zQBNElP7wwhw/oRLduEIdK9TEPC1GAHF11Rw4HVC77BOCDR8HUVevILeuyfF+Y+X3XsLy8psFyuzzvvdFoHFybmyAwLvpweIngAv0PN+DUWlLCdxE/PnYgQ8Tq+1fq6knicBmFnSBx2B5oh1UL/dFs1HTxHaxXRQnsWX1+fth+abNvV5s/9fgNYjHUn+lcpqSvu2Zma2jgf7NMo6y8zuRe39FvCgu79Wds+tWqqPKWHXd1HkkwN/MbNzUfRSj3AgtFa3NF//BEX9zEPryt7oOXWOvx05n7uiCIYjTZETP0As9YeiyP7ovdwWEaCwwgqr0awYR4UVVlhhha0ICyBuCPBmMAauQyFaU9DC8CHgeFfW2HZtFrPF5zVAT3c/rMpx6yOGa9KffRdtAsr1Z/9U942q/B6IDbajV2a+5sduh0CVVdGm9U5XyFh+TEUQJzavrS7yzaxHNQZJrWWU18HMdkEb/SfQ4v0sd/9jhXN6xT0d5e5/jWutAqzk7pNruVaV33sD77cF/nWknIxNNQH4gSsZxTiUoOeX8duxiBn7ZQ825gfVUluZMmNvjjbGm6CN4PqIZZec9ge7+x2NBHVi89zL3d81sVwPQGDYMLRRH4Lmia5xykTEOPyth/zAv9osC20OIKpDTGgTG/L9cJLUe2531FarIsfDGqgtx7r77bXULZtPH0EOou8jgHBV1C82R9qE+wPnuvu1rZUb8+4raF582cw+hOb/jd19tJl9ErjI3YfUe7+1WDamN0V6q6ci6ZhJqH+vgcChPVEixnOqFtb6dbp7xtw1sz4IBHoaAXjHoGzvt7j7t8zsDODLwOnufk97QPt4v6ZkVYPRmPm1l0VuNMqyvvFr1G7HuNhylwCbu/s+4aS4GnjX3b9U3jfi98Tg3YjSXLM2YjS+gebWh2uoT3eUpDKxMlMUx0pxSC2szNbKT/PjSXGdz7j7C2b2C2Ajd9/PJHd0NZLOONrMTkBsw/3L58lKYGEddemZwORwvE7wLDGoiTW5LgG+tgXaNcLMbH+kz3tOtEstzp22kn/tAGzn7s9VOf94FBrf0PatVM+YNzZEzoFh4fRado8NWLMeipj4M1Ef+jrwpLsfamaHIOfeBe4+qoYyf4DenW+hd8B05OB6DQGwPZH+7SxT7oK7kXNuInBCzEG9kATBEe6+RZMcOIUV9l9nBfO1sMIKK6ywplsshAd7KSEUrhDnaymFof+fV9GzMrO+XpYsqbz8snO2JtN7y45rqv5sVo/NKDGoqh2bGKTPUMraXrG8KsCrxWZwTTP7Dkq48csAOFdHoMhcd3+ytTpXKxuWZcxeai2lFB5H7LTvo4X8EuBcMzsAsY1eQkyJ6QjIXkxo48a1ZlOFTZbXyRqQ4Koj5cRmqwvqm+k4i3NTX3sJsV6bGiK9Iiz1A3efgCQ3bi/bHK+BwJGdaYfeZw3Xd4Jl7kqCdDUsA1X6UAKW1kYb8/VRP1zDzL7oGRupGZZtwJsW2hznrYJkDbZBbT85wM8bApiu6oiJ/p4YyYsRW2oimoeeN7M88VGbdcuOGQic4REWi4DYSchhlq5vZecsVzfk4JpBidm5LRqTU+P8tdJv7QEga7DEXtwVjeNbzOwzCJgzdx9lZucBX0Ohue0yX14y4V4k+3IscBVidfdFbM97kVbkqUTSm1rv7LfOpwAAIABJREFUO/rKEKQBPCXu421KDNpmWpoDlyIwPu0pt0UgMwhA3Rjd8/IFCDC8G5Y5LAcjEOhdYq72CrIPVcpqNyuzxvLT8bch9vgpSOZjW0ra7/sgWZILYt4ahp7PZWZ2PWJyznb3+THftWd+GIDC3L+L3jsODDCzeahPL3D3txDw1jTL1gh16/MmizaoO/lXHNMdAfYNbd9W6gmldePs9H22RnMzOxzY291PbsdlzgAeA85zJZs8DElHgNpmY/TuG1UDEHoXWg+2uU5y90dMkj9bAzPd/aX4aUvEnk36tWnuLKywwjpgBfhaWGGFFVbYirDtgT+Z2W7uPjVbsN5hZncHsNfinZSBCX2BawNgqciWzBaiaYO0AQLGqlmz9Gdz2YM3EXBX0co3f1a/dmxaDO+DtNdSmOs6KAv8kVHOH9z9SzXWP9XNaRlCXy6lcBUCEPYFfog2tUOiLv3i2HfQRvr+2AzWZNagBFcNKmclFCK5Wvz9DHCqmT2H+smnEctxWpXzP9BWYXP8AkoAlf/ecMuAPA9QZWp8RmS/d0Ps2D+jUOtrm8nOycpteGhzNtdtgPrrgQiIWBz//zxwupl9xauwAOP8VYFTzOxLaOyNN7PjXSzTlb0dLMiYl65B0jC3lX3fCc0NFR1Eed3iv1OQ8+NwND/vBLzmYmCtAuwR9w1ZYsAm2GAU8QBi202gNMeNQW33FeC0Ouf/5czEXt4esSGfC1Dl4whc3wyFjB+A5sma7zfYcF9FANSaJn3G/ZCjYj3ghQogcMMsq+ufkKbr55CkxDCksw1KCNYHSH22/J3XGckNnRbnzUSA062IFbyoXqA0wNoZ8RmDZBeeR6zMX6fDar/T5cqfaGYXAueZkkduBYw1Jdg6Ac2PdyEQNumsn4zeFcPpoDY0AuEOcPezzWwnBNg9jViNo8zs1Sh7KuHo9EjO117LHE97E7rF3k593lrM20j+FbYpAiyhse3bwkwa6IehcXowYpAucwiUzfMfRtEAuS5tq5bNLZsBv6AkObMlpf46GzmmptZQ343QmmVTM3uPmEe9FLXUgzIJA3efQzh+MhuNxvT4+PtfksyvsML+06wAXwsrrLDCCmuamVm3YLfsiFiSc6DlgjUAxiPRhvGC7Pu02NsSse0WRpmdyTb7ZrY1sLu7XxobhNUQaJFYA1Qosy792cTyqGETmBhdOwLDa2XtlNVt2VfxbzXt2HStvdHGIP1+PNKh/DxiShxrZrt4ibVWtwWw0wNtOp4MEHyymSUW6/8hwKIf0jxcG4Has5EuYZtmDUpw1ahy4r7nmsJoe8VXv0WMzBvj7zWQDEGzmHr/lVYJuCwDZB1YYGb3oI3m8GrnNdKsMQlnKlkCGo9F7NAvo2R/KQHTh1Eyo6+b2TOVwJQALy9BTpfLEWB+JtJD7IyS+93o7n+op2Ix9v8I/NIkC/Cou0+Nvl4ve/AlU7btU8xsNHJwvWzSPP02cuCcnw6vp+waLdV3BtAlwOq30by1MZJRGRj//0dHLpQxA7dEjpq7zWxndx9BOBHaUWZyyB2B2mk2ikD4EmKJLjCzYUi3+SJWTIbyZ1HfPM/M9kRtuV6AkV9FWsAvQcXxeTrSXB+NQNxuCMy8AjjOzI529zfqdao0gpXZmrn7pWb2PnrXdgYOReDnNagfv+fu062kDb0NeidvRwe1od39ITPbKv58Ez3/wajdDkSs30WUkuFdheaFjtyvh7PlPkr6vK+hRKEvo/59AjXo8zbCoj8814z2rWAro3nqLDTPLwFGxPz1EupbL6BnsCeQ5td6+usqiKncN9q6L3qOo+OQNdG4GgUVI8MMAarvozZ4F5hTZY4+BDnJTywvo2xdnhwYuXNwayQbNp3CCiusXVaAr4UVVlhhhTXFzGwL4CNmNhKBmaOAlc1sKbCkbDF8OALvCAbs6gjYGI/A0FdRGGKlsNZPoYV3YqnOMrP1iIVjFXsAhbNNi83dP4Efm9lplPRnE8NvaSxK6wEDtsjOb5eVA56VDol/NwQec+nt9UEMkMvd/RqTfudnEBv2sfZsQrJFeQsphfh+jJm9mpX5RvoNJaJZWLHQ1q1RCa4aUo4rnDfZPxGo/Um0Gfo/4jkXwGtzrQr4sgBlzm4tsV4j69Cs0OZ0bwchwODq2IR30WX9XpOO37eRDuKDGRstXWcvxHw8zJWF/aOIufQmArVGxjF/qAXMysofhNp4bwTujDVlU38DzenjkUNmQo33+iOk8XkVAnK2QY6RzgiIuwVqk0Wo17J7/iMCJt9H7X0mcIWZPYnayBDQBO1nfCVW8E7o3TUamBFzY+cot13SFEii4Fmkkf6umX2eSIqDIg6GIGmO55vtFHIlDPsOpUiAReg5jkDA6/daucczEWD5LXefBWBKWHUQ6h/nmtlp3kpyxhXNykzXc/fLgcsDlByKgN6R0d4OyxI+jY7Pn7MylmlDZ/Wp2ZJTxt0nIfA1ldsbMSQ3RmuQ/Yi9fq1MzFasC1rHDYjyE+v3YEr6vMf4CogCaXb7ltmzwBeQBMxDSFZmFmKcH4bkJ7rFNZ6llHSwnjG3CHgUOMvMrkDvlXdQcsneqN1HhHOl0ty9BXC0mU0CPoKeRf/wVy4EFmdzwEfQmrFFn2jjfZDa7wH0DrqsjnsrrLDCMivA18IKK6ywwpplA9Hmf1PEFngf6buNRMyBUYixuSHy1v8ozktA3/fQJr07Woj+ypQNeQLa8L+ONrg7UmISJXZc1Q1AbH5r1p8FVjGz24Fvu/uDrd1wtsncAiXtapdVAzyrXGtCHAcCSXoD18XfnVAii9fSae2pDhWkFLLF+gZmtmsc8yrK4D2D0sanVkubg82Am+L/mwD3RHs8aWa/QYzWHlGHShucRpUDLOsvPV0asQuR3ML9dd5bYU2w6INVpT2aeN2GhjZnY7kbMC8bW0uy/z+MtDXLWa9pY7xL1CWFeG+DNuHvIFC4D6VkZbXo93VGc0/SKr0ZyQashZjtuyEG1dooOcyFbQF9Mf6mAEeY2bYISF4TgQ/3egdDhGu1YG4lZutEMzsZAYG7ooiJi6nCMqvzOkvNbAcEDi0E+rvCfdsFgmX9ZEMEgKRyhiG2MwhgXAcxH6E5DOJlFs90NuoDXzfJLPRHTssxrZzXB/XJaxPwCuBidf/VFD59EqXQ/YqWHBCsIFZmXG8oYkFOcelTj84PiftrqjZ0dm7OVnwHra9GAn9Da6j0W7uB17hOa/q8sxHTsuZInw7Wpena21lZC9FaE1MCtSfR/a6MQP0U7bMUJRN8Pc6radxF/d43s98jjfxXkPzVuyji6xBETvhmOoXlx3Q3FMl1HHpHLEE6xOPQPPaKmQ1HDpl9KEV11VTHrP16sGL0pAsr7D/WCvC1sMIKK6ywZtkDyMveG20G7kKb7E0Rs2U1tCHtjnTLUnj6UrTA/TbaZP4QJXg5GCVhWIIAhbcRwLsykgtI57Zl9erProoAgstNmZ2vdLFrW2i0Jgvmzg1USaJVo9WsHYsSw/zDzKagTcB33X1c/LYN2nS+DC03BAEqdkhKwcxORM+pFwpz7gYsNLPpCMSYiEDrNrMtx4aqwwmuGlVO3N8qKKT3mIxNfYy7P2ZmawOTm8HQK+zf39L4oUGhzSZpgIeBk2IeerJsbtmBjFmb/Zb+7Y7Gem/U93dBSVfcFJ67CSU2Zy2W5oWPA793929kde2OQNghiGFWk7RIqrOZdXX3Z2lC4rZqllheJp3MM4AvBNCHu98P3B/jfamLTWrZuTXr22bmUcbmiDG3I3C+mV2EwLp57Zk74v3yFrCFu/8l+k0/5NBMGuZ9CU3bjoDHddRpdwS4TkHax6Pi+9YY1p1Q1MAw4NG4D8tAwolAN3efVwNTu6mszAzw2wT1nT2j/u+Z2VTkAB0Z13kAJWVquDZ0uUWddkOg2hvo/Vw1MWkHr9MZgYOno3XZLOTsSVEldevztrcu8d+mty+0ePZdkYMoOb/eRyBphyw5D9z9CTM7EIGs26L5/AEE5n7L3f8Ux1dq32eQ3IwhB/hfo25boL56FAJOO0eZySldj8b00Dj/tbaOLaywwqpbAb4WVlhhhRXWFAuQbnJsXA9FIdtzEWOkL2K1DkbvomfdfXyc53HcrQDBkLoALUKHoc3sFiip1jTgN9SQJdrarz87EQEQpwDnAp8ws695lqipbHM4HyUQWW5h3gjAs9zc/UFTKP0BaAP217hWf8SEfTSYFeUsmQ5JKQRz6VwULncl2uQOQs90HQRY7wCcU8c1GpXgqsPlmFlPpBd7PALT70XMxvQsLkD9rt1Z0Qv7YFi2AW9aaHPMPZcBnwD+YmZXITB2HhrbJwM3uvt7+VjO5pI70HjfGWkSD0OyGKCw/gEIBKSWemXlTiT0sxMg6ZJfGBefeyucU9HMbDvEvOppZtNQWyZtyjkoOVBHQqOrWlbuvgicS/fTOf3u0njex8x6u/st2bkV9W0TYEj0g7L5NWmSr4uAkW4oVHlPBNS/bGYjUNu+7e7LaZRXuY95ZvY34GxThvd+yIk0MvroF4hM5zWAlh0yM9sQzYN7ofm/K7DYzB4GvhYAezXrh5wFZ5vZyLL36ZbA/pRA/e5mtqDSvawgVmZ6xj9A77T7kUN4IHJC7IlC/NcBDjCzh2iONnSpQma94hpfRu3eW1/bXNSnXgCecPcr2nuNuE4CVE9DTNqxKLKmK7A1HdTnbWedmqW9XfFy6NnvA/zQzH7j7r+POmyPiASTkFTMO62UU9XSXOHuL5gkRIaifjUdgcmtJkyL9p4NYGYHI1B8RswHvZA0zgDkMHjDI6qrlueUPf/tkNOn0HstrLAOmK0Ah2hhhRVWWGH/xRaMgV6I6VNzKLp1MMt0WVlbIBbuSKSXtxhJIsylTH/WzP4PJS/4qJXppJnZ4YjpuRnSGPuRuw9vRB3L6psSq7wA/NXdz89+64+Aw1Z1Ls1sHRSu9ogr1H7ZpiiA05qkFLLylqINzk2xqN8LgZK7eIlpm47ticD1Ae7+VG13vezcNYBe7v6qme2LEly9Fz+vAVzs7t9pi2XT3nKslFxiTwReneximO2GAK4hqN+cB6zv7kfUc3+FfTAtnEgLidBmBDym0Ob3UWhzf2C79jDsMoB3B5TcZe8oj7judcA33P3tSgBHAIk3ITDgZqRL/GMkyXIBYjyd6u6tZRCvVK+PIgfEya5Ee/n1OkHr+qzZXPYp5MwYhICCfsjxNhc51mYDP89Bz0aZibW+IUqo9WcEnh9f4bhOqA3Hu/tpAa5+CjmX7kSA1pPAi9Wecdk8uy7qH4cg8HZDBMBuGv+ugUDZye6+Vh33MwTp1g5CgMhg9IwPRMzP09z9lmYzEU3J0zZG2q6jUH/YCkULzAYOdyUYq3TubxBwuAC9j4cjUHpe3Mf97n5KjfVoi5U5qxFtYWZz0Bi6OvuuJ5Le2AAlV7vcIyGRta4NfZe7n1BvvbL304dRH7gVvZd6UmKjD0FO6mnuvmVH7j2blyYhPdNyfd6PovFxHep3VfV5G23NaN8K10iM+UvRODsz1hQfBy5ErOOuKOncKe11HsV8OgzN+fOAV9ta45Wfn78TTFqxA1EivrfbU6coJ83fl6B5a/9mg+uFFfafbAXztbDCCiussKZYBp5+DG2yLgPuNIWEb4c2pOOBG9x9ubD6tKE3s5XRAnsNJDkwNz7v1bHQb7f+bCyKu7n7Ane/EWUNPzXu6eemTOB3eKZbV6U9agY8vXXt2OsQi/gHZnYoYrwMR5vwd9DCfXGwUC7OWBX5grndUgrZb13RZtnimO4IyF4cz2V8fOoyb1CCqw6Uk1jHO6MQu6TvujUllp6jzW5i2jTMUVDYv63loc2bINBpF8Tq70E7Q5uzvrO9mU1296fM7Pi4xpqIEfoGYiwtyMGEmJuWSR+Ec+j7yOniiAlrSNblJHefX2OdEsBzAAKwALqa2Y0oUdWbrvDmevr8GWiO/RyaN1ZFgFWKZNgfsSebMZ52Rqy9Lug9MtbMfoYAw7GIJfcGYi9vTiksFzSnPo6Al30INr2ZvYdCfJ9H4c5PIfbp+2WAz/dQ9MEiM3sUvYs6oXdQfwTC9o4yawKK3H2cmX0Fsf92QY6uCxCz+fQEYDcZeF0H6f4eXgaY3xT95O8ICDutShEXIEB7QwQ6DUUO0j7oOZ1kCsN+BbXzz939zbI6rDBWppmtjkLcp8Tfnd19SbzrxsTnzvwcb7A2dKpK/LtPlHl6vg4ySYz0Qf0sPf+OShusEmVe58vr895oZsOoQZ+30dak9l3uMvHvbmgufD3+PgOtb7ZFkTSnobnj+XoKjzl8d6TDOhTNDbOAkWZ2hbtfU1MlSw6f3YHvornVURTFuYjh38NDAirG7+Q6wOJtgKcK4LWwwjpmBfhaWGGFFVZYsyxtEj6BQvFTUorD0MZrEHoPrWVm3y3z2qfN/2AEPh6N2DHvUAqDHR5sjEeqsWsya7f+bNRrQQCT66AF7Yz4d9/4/MnMvunuyyXGyqxR2rF/iXsA+ApiyC1CIM3r8dvLZjYSyT6M8OUZx+2WUsi+fxgBT0cB57lCkdO5ndCzXVIviBKbkQ4nuOpAOemeV6akoTkTgRwjAuTqicC31Kc7kk25sA+AeRbanMwU4rwqGn/vVBhntVgCSG4Gzgd+FYynFsmnzKxvDL2F8XcCnpZJHwQY8U0z+wXqnwNRn60LEMhsFspG3wOBWb9Gc+S7ZjYOAVG/9VbYqtn4Hwic4e6Pxd/voXDdJIWQyxo02pHxdNR9AwQIroQcMd1R271rZrPR/Nw1q9NS9MwfR8/5Q+i9tQ6wPgIOd0PgS8+4h1Pd/ZcBzk0IxthHzeyMOH4Oen/dghI7jor5si6w1N1fjOtiZv0QkDvNm6D5mVs2/w9F75tn4/uuyOnn7v6Kmf0FAeoVQWV3n4C0UtNz744AvkGonTZBoOy6SLv1WiRT0aKY+Pcs4E9UZ2Wea2YdYmW6+zQz+x3waTN7wrMQ83h+RgU94HIHCR3UhqY0X8yjlHR0WRvH/DCNTPaoAYBZZ+Sw3BB4xDqmz9tQa0L7trBsLuqFEqwtMcli7AAc6JL3eBRJUiQAtM02yMbErqhvz0CJDRcgZ9RBwJVmtoO7n9pGWYmdeihi484EfoqS4A0Nx8+BwKfM7AIEGv8arR/Ht9UE8e82iN1bWGGFdcAK8LWwwgorrLBmWdok7IZYr+Pj77MRO2Br4KtoY3UNoSsYlsCs76EN3HmIWZQSaWwe5Q5AG68RrbGGvJ36s0hr7mCkKbYW2nBugYCDBxCTFcTmes7MDnD356q0R0O0Y9091xj9LGJyrYvAlsQiS4lGusZ9vVFWxhLEKDrRzP6OpBQeNbNlUgr55iHadWrUMSWeeRZtkOeYEpHch4DiUQHE1g1EWYMSXHWknKwP3Y50Nj+CNh2bo34KYqoMpsSuaWqSkcL+9Rbg0q5obA1E4/llxDp/LQNFawYfTGxxR2OlP2JiVjpuEAqXP5JSFvtzTNIfTyOG9hjE4HzLJQ8wuVJZtVg2Bp5Gc1AvBIz1R+DYEDQX7hF/LwvPrVL/TmjsfJwSk7a9iazacz9jgYvjGa6HQInOlGQANgBWR+DeFe5enrF8dnzGZ3Xvhpx2/VB/GIgAn3+kywYwlLMyr0XvmG2Ay4Fjzeyz7v5mnf2mL3L6LUISCk+jOa6u/tcey8p+Eb0DDkcSLnkixp7o3ZPA0k60MkdGmfPj8zbwXJTTGYHa/Sh7h6XzVjArczpinF5uZjej8T/JS2zCFAXSTG3odOxVwG+R1uwt3lI6p1Zt+VYtW1P1Q3PU2eHMfSI7JunzJu3nqvq8HbXUt5vZvlWu25VIamVmTyCgdZS7JydNf+ScGQM1g92do86HISfW0e4+Jn67Cfi+iZ1/rJnd6u61JEs8A5EHznP3sWZ2GKV19dtojbg2GpsHovGWA9ge7bsRcJC7/8xFguhK6X1XWGGFdcTcvfgUn+JTfIpP8WnaB22aDov/b48W8dvH39ugDc16ZeckTfJJiKnUuUK5PREzpl9+Tht16YoWyd3aOC5d/2C0QH4GbS5+jja9HwLWyI5fF3gJSSjU0iaHx/FL0YZ80wa0syH9wD4IGNwZ+Fwrx3Yv++5UtLi+DzGNV2vjemeiULk7UFjo/LifpQikeALoW0f9eyIwc3G0yU+irNRX/gR8aQWW0xltcOcj9tQ8JEfxeQR2XVPP/RWfD+YHMapAjqKZ8XkRbWqnI1DuDbSB/nAd5fYGvoFCo8+P/npQzC0rA12yY3dCLPz8/F/FuHsNMQjHIPD2/uiv30JRB5u3NZbLyt0SMUC7tHJMNzSProd0lWspd3DMFZ9EWtAr8hkaFd4hFY7p08bvbb5j8uPj30nxrFbLflsJvQPeRY6dnjWW2Rk5D0cgB+CCmNvmll+jiW3ZOf79dszzI4ETURRJz/jtByhCY5e8LZpUn9WQ9ulxWRvlY+dYxAhuVz2y+z0JyWZMRI6N96PtZyMnxZ1IsqhTjOWlMT88FWP8dCRV9GyM19U7cM9dURTQ0qjTjxCYtj6wUgPbNs19v4lrvR/XfSK+uzjmnF80u9/ldWp2+1a57m4xXhdHv/9IfN8LOdNfak8fA65H66iu2bPtHv9fD83vp+R9sZWyZiE2fJp7ZgNHxv93Qg6ao4EfoqidflXKOQcl+krt3RmtcVu9fvEpPsWn7U/BfC2ssMIKK6xpZtJrfQXprk0EvgM87+5Ph7d9ANKhej0/z909WC+vAO+6QqqSdz4d8z6lsG/cvSrbwOrUn83KGo7Agle8LKlUlJvCRSeYko/sWna9/NhGaccmSYatgA1dyaAS22lhfObE/TxeqYw4tkNSCu7+swjt7IuYMasjdvBgxIpb32sIgc3YNTsgQOIoLyW4OhF4PVhmE4EPA79vZjnZ/S0xsxMQ8/hzKPT6FAS+vYA2RMtpFRf2H2dpLjgTuBFttLuivr4O6u9rIyb/RKiZfdg5PrtEOZ2QDvFkBKgMN7OX0Yb/aDQX5uHFJ5vZAEqOlq+hProqYqYejkC+V4EuZrZ/pTkst5ivk67hJDN7AwEZ4xHTbIq7z3CxfBcSGbZbKS8x1QYh/dm9EUg01szeRKD1qCj/SVcoejPMYjzvBhyA5tnHo45rI7B7nLvPqRZBEffRw8y2QfNbFwS4pwzgszwLRY/jG8LKzOq0M3Apej7noTm7L2IeHgf0NrMT3f29qoV10LL32lYIAFsXAb9TgCTJ0g3JKnSLZ/8W9ekDt2krkJWZSxs8jxx70xDomxJtDUXRED1RvzgYvQ83phStk6JR2qUNXWY9UZv3QpEuxyHAzJA00ATgcXfvENs3GweV9HkPoA593gZarr3drPZdztz9kejLWwMz3f2l+GlLND9fH393oo2+bmZD0RptFpK4OgzN1XM8Y5ATQCzBqKUVBm/MNW8hh7AHO34VSmvkndFccTWatxcCF5rZWNRmE+PTBQHN6f6SnEOz5ubCCvuvsgJ8LaywwgorrGnm7u+aNO+uQ2HcUxBIAGJ+7YYAzkq6cN2Q9t7hwLWxYWpv+Fhd+rPIw78YbXQf9NA0LK+jt0x88xxiwFCpno0APMvsAODrZjbW3Z8PYHGZxmos8Lu7+ystGkI6lQ2RUggQYR4BOmXX6IM2hrVYoxJcNSxRlklDsVNs4P7HzL6O2mkYMNUzqYjC/rMtA9FWBa7KNvWTEesKADPrlUCvWsAdd59tZhe5+/lm9nME3vyWknzIoYj13xOxJ9O8mTugpgJTTVp/ryCpjSloXG8FHIOkAZ6LMtqynihsfiBySu2PAOL3kdNhSoCm4xEY+6q7P9JKeZ0RU+x0xEC8Oavf2mj+3yf+/3UEBnQ4K30FS22WMqG/DWBm2yP23i7ATDM7xt3vanFiCUBeHSW4Oo0SC7AratfhwCwze8Ddr8pOb5RWZgrb/ygC/o4qA7duMLMXESD7YVomDGuWHY3eY+sh6Yakz7oucgLshd5pcxEou1/010bb2QjYXwDcZ2bDkXPsfQT03+/upwB4jQnncvNS2HUfJK/waP57/NYTzQ+T4n1yV/zWAzlHeiAnymyWB9jaYwsQs33l+PRFY3Yd9J7aBskRNSR5nTdGn7fDFmNkmfZ2E9u3ooWz9cGyr0ejtdL4+LvVucvMVkUOp5TsbwRai10Ra+XRaJ3SDQHqzxH6323Mi4uAR4GzzOwK5JR4BznxeqM5d1SUeQtyGH0C9VvQ+u8NtDbqiZxC0PGEZYUVVlhmBfhaWGGFFVZYs+1eBABsg7JBpwRSe6MN+S/i76SXljYL+6IFYH8zuw9pHr5GiWlUzyK7Xv3ZV+P3ocD9ZtbV3RdVW/zGpvnqYNIut0huMOCZyv5LlHmXmX3U3VPik3WAI1Ao4rnAK9Yyqdf+KJHXcwhQeRhlB34FAY4pm/NvEQvua0Ril7J7Ghjf74Y22DcA97lsDmJ21GJpcd/RBFcdLsdKupXHoyQ5pyPW8wJKG6am6yoW9m9p16Kw3scDcEl9Z4kr63ndbMMMDLoYzYPjAujrhDbFA9Fa/V0CzMicK4kBvy+aR3d396SL+Tpiej+PGFk/rAV4CmD52PS3ma2FgJUtECA8DM0fPRGr6m4EKlYDTNN3Hwd+7+7fyMrujubCIShj+D3Ln94wS2N1d5SQJgFDFyKw4XgUgXCsmT3mLRnticl2HAI/d0bauzshsPyI+N4QKHZVel/QOFZmasc1gCeBt6ykl7s02v6vCOQeFuV3GHRrzbwUeTKaLBFdMO4GI1BuaHwGNRp4XcGszB7ofbs7ArjyeixCwNdcWKZT+1H0LDZE7MYx6F16iyv5UbscDNn76Xfo2X/JpTc7kWAqxrhaOatfQ/tA9M+69Xkbde1mtm8tVv7ud/cZlPSW05y8NfCmu0+vdBvI0bQumlOPpiQnsh9a485BDo35SDpqboVyyuv0vpll/VN1AAAgAElEQVT9HrXNK8hJ8y6arw5BJIZvuvttZnYRcLUrMd4qiL27HZqHV0VRQXfG/TVtDimssP9GK8DXwgorrLDCmmqxUB0en9weAT5DKaQqZexOi70eiMmQgNh9EZtlcpwzw8z+6O5/r6EOaSHeFZjoCkHdHoEKJwUL7XYEwC6ORb6hDdeW5SBv/JbfX/r/4vLjGgl4lt3Ta2Z2CGLZ/M3MzkbA4gkoJPIySgmiPKtnu6UUopylZrYtWqCvjzTWPgUscvd7zeyzSLfyCq8hLD97Nh1KcNWIcrLnl1iENwIXmdlv4r7LmWuF/QdbtonvH1+dYsp0XnHctBNQsWCWYbI10Tw11d1HtHZq/LsRAn8WpHpQYkpORNIjpwAP1VtHFwN/IiWAMDH9NkCb9TS+KzlD8jE5kUj8kubOcGiMi8+9Fc5pmMXY7YIYgiOApaakMnsAe7r7P81sNvC/CAipZIcAN7n7kwFePODuV5nZLUhz8n53/1Ucm95hDWFlZm3ya6Q7voG7j6Tl/NUD9ZuR6bQ2G6aDZmZrIOdbck696pKamUmAcs02byIrMxsvgxCg+clgGL+CdGTnVzg2T7B2HXomW6M+cpyZHe3ub7TTgZee91rovZvuuVNaN8W4WlBnuR22uP678Wm4raD2bdPaKDPNgw8gTeTLKpw/BzH8O1OSiRmA2P+boGRhQ1A7DkH3um9rc3dy2Ln7E+Fo+CYCUrtHXV5HTOlro13Oyc6dixLQ/rO2FiissMI6YgX4WlhhhRVWWNMtNggtsu8GY+Cf8XtiDGyDwNGp7v5XxObBpC26Odrw74iSexyIZAlqYvlYjfqzlFixq6HQ+V3N7Li41hR3n1fror4RgGdr9+XuM8zs82ij+xsEulwB/DQBuqkeGWumI1IK6X4uQcyKE1EysvEoCRFog3gAcCu1s1+J69wKXPr/7J15vF3T+ca/b0ZzEomgQUKIWUxVRFWrg6FKa6iig7ZavxbV8tNfBy2KtsaipYqaW1qtGqpm0ZIaEoIgJJKLGDLJIInM7++P5105O8e5955zzzkRsZ7P53ySu8/ea6+9z9prr/Ws531eM9sFEbs94vp+jhRHDxbr2Kxy3P12M2tBCZEuBI4ys1PSPcv4wOEkpIycD4wIEm144TPGpayuecIfz+baaJK9V2yeBTxsZte4+7BWjkv9wjikODsUOCvadHqG10IKzRGxb5tZ583sNBSq+jhSCU5yhfkWz7sAEXzPF7a1p446Fz1Dd7r764XzWdRpWSis1kGk20B3f8DMjkO/23+iHvNRApqlfKoL9VofRUmAwrvHhcJ1WijOTjOzO9y9xZugyox3xGlRxtkmj/An4pp6o6Q9N6Q+qhkkdqEunVHfeBx6Zy6MzxNmdrrLH7MLamte6zPRUcR5mqHK/Bay8AAljRsGvGBm49DzNwW9/yYhb9jrgJ94+PzG+GVflAjvp2b2PZdyuNbrS7/pg8BmQbRCwWO0nIxdgVD03m3K/a27gksLB56qYt/Z8XkNeNLMbkNk8qpo/LkeasvQygJXobwkXhgZY51N4vgpaNw5J+1rsoXqj+7pQqTanoVI+wUrYNvJyFhuYMvofZiRkZGRkdEqCuTrVOAod/97lcclQrHa83wGqSWc8J919zsi9OokpFDdJXb/EiXFJEix9DSabI1Dk7sx7t7SXv1CVTvU3c8pXm+F/Q1N8ha5+/Vt7NcFKSQORhPg+ciOoSuwbXGgXSw7iJ4XkILqd16FbUP5PQ7l2yzgc+5+V2xbAHzK3YeawqD/COzoNSa9MIVMno7sF9aK86QEV1/1KhNcNaqcKOsTKHv3DihZxe/cvc2JVcaKBTPrj0IzByGl6SbI6zLZAgDs5+7/rJaALTyP/ZClynaIVJiIiLpdkeLudHc/pY1yVkKWBV9GFgN3oDDYnmhxZAvU5u9pT/lqZo/E9a2O+siJKMrgKUQ8jkILLdPaI/cKffpeUSeQSv+vUdar5URnM2HyxP4VClceje7Pz9z98uj/fwTs6e47lS96BbnzAFrguhp4BtkonB/fD0Hq3bXdvaLyrwpV5k6oz6yoGDVZQDyACM1NUJ8/CRE9XZD6+WxEDI5z9zc7cp/aQrovZvYzRIL9Jc63Eoq6OBDZUXzO3R9o9PnfK8RvtwW6xo+iBeBBlPwyQfYTd6PInL28gheymf0UWSltUukdXWVduqLIju+i9/htcc53lhXJ/V4hntOm3t96YfLafw7Y0Kvz7q+l7FWAea2Ro9FON0WRGnOQEj3ZYaT+eCPU1x2JFr7mooX0Mah/H4fGqk9XOEVGRkadyMrXjIyMjIz3HDEoXBmt9reY2apocjEMeNpb8byqhXgNtOs/G3XpHOTnE2iiOwSRIfsi9UzC6cDP2iA10iC5Ud6xiRTYD6k85qFQ2cvQoPsy4FYz+7wXMm+nsmNw3iErhQKpNBD5rM2K7VvEri3x7+pAz1qIV2tQgqsGlrOEcHb3+81sGKXkbJuZ2XnIX847onbMeH/BWw9tXheF4O9CSV1aLVIyqs9EGYe6+z/Tl6bELGcDx5vZf7wVexV3n2tmJyDF6pGIhF2A+p4JyN5kaOzbnhryENQHr0vJt3MzYB9kw7EKmqy/amZjgf2r6IOnoUWslRDBfAm6f7PM7CW0CHapN1lV7u7zzexUpDLbFN2TlJhqW+BjSNVYCYZI1/SuGgqcbGZTUD/4DeBlV4LJiv1BvapMd59gZjsiBe5ARAZuHH9vgNrT99Bi3KJoM19p/87UhNR+voWiH04tI6l/jFTTR5nZo+8VAdZoxG+XrJNuStuDDNwKtZ3hNC7B2rtQ2H8H5BENUpQfitrSi6HEnQi87iX/5xUJTbu/9aIwBtyRUl6CRpd9IvLGfrTse0OLAr9D451OqN993syucPdrKUU9HI/687OQgrovJbuDT6EFhjOBp8sXoTIyMupHJl8zMjIyMt5TFAbJWyEvvJfR4PpXSH1lJj++F9DE7j9oEjS6CjJhKZRNoopozX82hdfeWqjvqmiwugelbOeteR42xDu2sD0NhNdGCt4fFkjWN83su0hF9yczO7ygekj3uMNWCoXv5yEC42AUwr8pMNHdW0KZsRuR0Kq9wbs1KMFVo8opXOtCU2heb6Tk+iSamPSLz0eA28zshCDmMj4gqECijaRAyHRgwj8YETf3wxJVu7l8qM9ExO4ngPtae55cSu7vA983+TGvg4jSB72GREdB2LxChMyGqnYNRDT3QaTsRqiv7ultWC0U+ubHESm4aqGcfohA3AQthvVL196BBbWq4e4zzOw3QFdf2mO1L3Af8gOtdNxskx/3qrHpQkRSnIWykk9DNjagd0HVbcBr8Mr0UiLDUShjuU4o24qN0HtzI0QAtcR3DUs+FO+z9BumjPNdKdkLzDJlbP9ZG8W8b2FmA5Bv8DREcM4Ehpl8oBeb2cY0JsHau1DY7wngwyikfIf4/z4oIVwnRFBegQjwFWJhsNCGG5XArinVjH93RuOfhvnuFp7fU9D7Rics3ZchqO+aikQE81A+g32AK81sJ9QHg2xPfuPuZxfLQf3Yqujdkd4ZTbMuycj4oCKTrxkZGRkZ7zXSZPUjaOI/E4U+fRINtgegifogFFJ2TBx3N7BXrZPLIDyr9p+N+q2DJsevu7KaP07JC7WiX2EjCM82cGnxWFNI7UJXaPEhwL0oe+5VMbAG3eO9kfIBlDBrJFI4VGWlENc03mSjcLLJJmIwUiv3QmGnn0UKjHbhDUpw1YhyrBRS+wXkz9sXeQt/CLWDh5H9wAuIkDoduNGU4GNsNdebkQFL2lpqi8ORenENFDpcbKMz0QS4TRV5sU9z91oVuEuVU7YIlEjmSZQSZnVB/VlS57+rDwsiZDJSmy9EiROno0WbtE83RBD3ivI7EslQM6KvXlS27SYzuy0Wa4h+oEeQnem+LCIy2qNFum+ihaY1gPtioa6pXqtRl53Ru3AS8Jy7v+LuE1Hf/d/CfimxWaPr0weplXd3+REXla+dkIdl9/dCfdgsmNmWKOphc9Tu3wQeN7PLXeHZXRHh1ZAEa23B5cE8Ij7Jt70rGisNROTfuNi9E2Vt/X2Opt/fcpjZBmjcV23ftD3wWKPbfSywLESWBgmd0fvhIPRMHuHuSUBwM3CqKUrna0hAcE8cv5QiPfqI1NdPLWx/3z+7GRnLG7Lna0ZGRkbGe4oC6XUtsLK7H1Rhn+5o0jcIZZGdjpLLPNJIZU+cK5GvySO0LyIbJiOvv2vc/cH2VFqFcg6nTu/YNs7R1QtqWit5zB4CPOKFrL+FfzdnaSuFzSizUnD3tqwU0iT7DDQR6oNIidei3F8Av3aF+VY9+TazrZAX2RfRfe5QgquOllP4vW5EyuZnKU1wpwFzvWDlYGa7Ajci9fGfVhSiIaP5CNLgVeR9OhI9M3cB57iS7qUFk++iifOR7v50tW0sjve0b6Ft74rCU8+ups8MJd8A1P4noAzv7Xm9roYm+ONRn/AKimZoiWt+Ixa7lmuY2aPA8V6wKjHZmszyUqKjZVmfD6H3yC6IJDG0IPgv4MfuPiUWmZwmJrkK0vx3qF0ejXxo33IptTcHrkJk1edbU2q/H1B4ZnYBLkbRJjchonVz9O6cARzj7jfGMUVv6JRgbQClBGuroOeg3QRrbdRrpUYRi+83LIv7W3a+lZDNwXfbG58V2sts4GhXqH/dKIzb9kbP/wAv85U2sxsQaXq8uy8IMr6Tu88zsw2Rqv885Fn9bURUH+zvQVKyjIwPOjL5mpGRkZHRFJjZmt5GQpXCoDKRr6OAP7v7GUW1Zvkk0syOBPZEpNdr5eXWWedUp02QumkuCudaQMnbEeR1d3YrxVQqr27Cs6zc1dAA+rMoWcsbaOA90cz6uHtNfmNWZqUQ5HJ7lgEro/DWnVGI2wykph1Vj4LNGpTgqqPlmNlmwFSv4Fmb2mVMsvog9dlB7v73TL5mVIN41i5GYcMbo8Wdzog8GIfI2FdRf7EN8BV3H1rnOVMfewnqw7Zrq61G274WJYGagdSMMxCh2oLI2Ou8gqWBma2FvGrXQSHwveL63kFJ796I62uJf8d6heQ57yUKz/bm7v5CKB+/gbxhQURHC1IDjwbG10PyVFGfldEi0LYo9PhtlOxpVxRtMBIlPKw6kWAH65HeZwOBP6D3xQhEdPVB9hhPILLq8UYvjC5LFBYyr0SK0v8LpW/6fl2kJlyAvI8nlx1fV4K1Nuo1Dj1/LyCS8Wn0zm3pyHW+X9Gs+1t2jq2RBcuH3P3NOKcR49IYK+zj7ufF/l3Rb/JFdx/ZasG11SH13aciy4BdYvyxCeqTpwFHIPXrYeV9gJkNQgskR6K2+hc09vwvWigZiwQAb6HFnDnv12c2I+P9gEy+ZmRkZGQ0DIXV/zURafkNd3+9nWPShG4uWo2/rZ2yN0Yh4Lu4+7hK+9ZR/zTQPRtlc/6au19T+H5lROTtjDJjv9hKUdWcqybCs3Cf+iBPvWOQcq4zCo3fCg2uT0IkdqvZak0hbEUrhYYpIDpCQpariENxkhJcjUeqjXYTXDWqnDi2PfK5K/BpLyRJysioBvHsr4qIyXUQebAhJfJgXaTi6gE85e7b1Xm+1K/dD4x09x+0s/8tSFF2MvAPZGOyASI4JiKibZNqCB8zWw9d1zbA1uj6PoSSTK0B3Onu+y8PRF2hj90TWZcMQErHv6OFpuEojHtN9Nskv9MZ7r51E+qT3nkfRWHER7j7nWX77IEShR3n7lc0ug4V6rSmu78VStwDgE+jxUTQfbra3V9odj2ajcK9fxG40t1/Gdu7AoTCcH/gIuDL8f5u991nZQnWanlXmtnqSHW8Jlq86Y36kU5oQeAV4EV3/3aNl7vCoJ77G8evhRaoJqHEpgcBu3oFtb6ZnYQWx7aKhVlDv8uEtsYOcWyyBWm3vUTf/S/gVXf/likZ41S08DMGRRp8G5GsFyBi3pGP66lItX046n9PQklRt0HtaEFc69j497rWxuAZGRn1I3u+ZmRkZGQ0DIXJ82A0gJ0PSwbEnr43s+2Aj7r7hTHZ7YX8rMYEMfg75MH6DBpcvhmTnT4ou2/3RhOvgeSR9imkLvpr1LdbXN87ZnYWcB1S+bxYg1q1nPCsyju2Qt0ORpPer7r7tWb2Q6R8mIwG/lugRAvvClMOUvw8RCQssVIws6qsFKKMAciPd0ukiBuPBvtj3H1iR9Sf3qAEV40oJ92z9iZP0R7vNbNjgSt8BcnsndF8xLM/G012U3K67ojMWwNYCxGwA1G/2O5iQHunjH+3Aq5ua0dTaO8uwCHAsDj2EFdY+f8gNfmR1Srt3H0CsixIiXASgbUx6oeSUqti0sJljNTHJt/MWYiA2QrY10OBHO+hDdE1bIUUeFT7LqgB6Z7sCLwOPBIkTxdgcfTVI9C9/QxwxTIgsV83s6+6Qu0vjo8quxwQ6I1C4Tpmo8WGtL2YNPNF9K6ZWEO5VSdYq3Ds28BXzGwN1D+sj9rhbsjjfSVkybRC/Ra1oJ77G9gKjZE2QvdyPnC2mY1B5Hbqz7qg+54WuTvF81hVAs4axklpv80oJX514P+QwndrNP7rjNrAJ1HfNSOOmYsI4plItLB/9CGroTHRlmi8vjUaNz4Cdb9vMjIyWkEmXzMyMjIyGoIIw9sZhWPuj1bSp0FFUvFANHC9MAZ500zeVFNRaOXOKES/LxpoTjKz8WiSuxlwWZyz0ROMVNaaaPA+P+o/v7DPy0hR8DZVoBGEZyoq/t0LKdFujr+3Bl4IEnt61G2l+K6TmS2O7zYALgE+DvyJkpXCF4EvmlmrVgoFFdBuSOkzGBFHc9FvsgCYHurlG9393CruS0MSXDWqnIRqJkUFUnt3NAm6sr1jMjKKKDxTnVyJsuaZWXdXpMDrwFOhjuoMrSb1q2qCHOfphoii5yrtU+hLt0MWAQ8hVf4UpMKdDtyAFjC6tnFdp6G+8XFCTVXWfyYC6/n4pG3L00R/JxTKvdjkIf0E8Fj60mXrMoXCwllsbzTZlcqbj5S2G7giGuaX7deNEgHYiSZlKTezddA7+qVYUDVEVndy90UrGtkX13g78L8mD+DbPKJE4tk8GJjt7qOh+QmKCguDM5HPelIYX2ZmDwJfBn4e23Joawfg7g+Y2QGI1L4FPecHIJsPEBn/CuoTV0ZJYKGG+22KoBoCtJSNZboAq8Tvm+qTnqn+RH/pshY4O9rnSlG3voiM3wIRyAPRGHYgsirZs/CuWYzaz8wo86Y4f3qml7f+OCNjhUEmXzMyMjIyGoWt0CBvbUTIvQ1cHKRpSrgyHk0OP0KJBEiDvckAJu/Xj1IaUG6I/A/XQ++tq1DigKonu1al/2xhUyekUj3OzK4oDoaROqAnCkGFCoPuQvhqhwnPCkjXuhoiZ9IEfPsoGzQJ3xQpc1Pdkppr/zj3Ee7+90Jdk5XCcWZ2i1e2UkgT+m/HvzsDL6HEIxujcOQByF81ldseMZTu2xcpJbi6gNYTXD2NElztBIwt/GaNKqcWpHu6C8p8nVWvGTWhQIh+xcyOQf3NFDP7gbvfbWarhkK21YWZaibIhfa9FcoS3tLOIf2A0aEi748Wi5IH92zU73wOuLKVZzyFoa+Ons2JptDtp5BNyqiow7RmknWh7upEKQFVNedK/cDWwG/i/9eg988WwPAg3TohUjz5P5aToQ1BoV+6HfghcLWZ/QhFhMxx92nAV1C/mywHmkmAdkbKuG3dfXhh+wpH1MRzs8jMfo+iJ64HbjWzx9Bz9Em0OPHrwv5NIzyL5QdJl8LccSWAuw8tavejpMbM6ADcfRQwyszOQQlWR4XaeDBaRN8BjQEvB+6IY6rpi9MC187AuUhE8NsYgx2IEti9bmbnuPtjheN6oTHeUgtncc4URfEa8KSZ3YYWx5KtzXrA3CBWzzOzJ1H/8WJxXFTtNWRkZNSHTL5mZGRkZDQKjyKPwEHAGWhAuB9SByxCZOxERDKsBpwVxy01WYyJ7PjitphId/Masvxamf+smbXqP1uYNKW69EFKp3OBT5vZQyghwYeBwyj42rUy4WoE4Vlex1S3fwHHoaQ24xDpmZJK7ILUnWngnshX0ERxOHBb1KEWK4X0/4GIuHw8rvuh+KTr6k4bSr1WrufnVJHgCoV49kNq24aX00F8GHlorlCKr4xlhlOQt/StKBHK6UhRBXBJkJZnB7kCLNWvHY2I0OuL31eAoX5gR7QINr3SToU2/CqwwJQk8DnUnxwKnIMWzT6BFsBawyFo0r8u6psGITJ2H+CbcX1zgVfNbCxKVtThBH2tIa7nXc9lQd3lKHTfy44Bqcyeif8fB+wLLDaz0112N4tYhoSju79ssny4DFnhPIGiQTZDKv9zgXvKrqFhKLwPeiLi8VgzexMl7ZnRjN/vvUZqF+7+mpkdiBKu7YsidnogsuuHKPFY01SvQfYTi7n93P21Nu73tpTe96mNZ9SIwj0/KW2LBfj/xKejSIvYe6Ox8N9i+/7AmahNbQ9cYGb7xOIK8e8R1Zwg2uH8+ExDY0RMkWVfRv1zd0TITkTq6SeQvdcodx9Tx/VlZGS0g5xwKyMjIyOj4TCzP1NKcrQpUhJtg4hIkHL1bl/aP614fFK79kKTvTHu/mwH6/JxFKK/sbtPsTb8Z+Pv3oik2BOpIw9GBMIaiFC+HPi1u1ckMaKMlCn5b4ho+JrLIzQRnvPN7MOI8Dzf3X9fgfBsreyNkO3AJESCXIiIjU6IIHnK3b9c2D+pcG9Gk7GDy4lRM+uLyPOfuvv1rdXFzE5E4fwnBgHUufD1UkRGrWhPKWtVJrhqVDntnCMRYC3Aue5+UUfLyvhgwszWR2rQH7n7paYERi8DW7v7aDM7HvmMfqrsuGSz8ThKsPLTtpSXhf3/CvRy909WUbdku7IIKSo/j/qbAcBI5Df9XDVqP1PSuzUQYdUHkbIbISVuT3c/oNGqQTM7BFmB3BH1fRT1i+9amIn9i6rCRLxuiciQZ5BYZZPYvQW9155HSt7n3X1Yo+peoW7dkcf5TFP29QMQAdgfeAP9Pje7VNLNqkPq764HvhSbZ6PFvGcQST8aqaTHeQMTOC5rmDzD5wPzyt+BJtuFnigUfXbap9mq1zh3l6jXAtT+nkK2F08im5Afo8WRLd19UjPr8kFBtIX+aNy0EIXpz0Jj0gW1KkVt6cSHI4CTYmw2FBGlRyDy9XLgf9391kQEI86mwwsrZrYKUux+F/XlnePadkHjbNCYfK9qx6IZGRm1IytfMzIyMjIahjS4dPcvFTYPpxSiX00Zu6Ow8cFo8t8ZeMvM7gbOqIaEtQ74z5rZxZQUYl9H6s5HzewvyCtxJlK/vhMD5rYGqOkcnZDyd3Gcu8PesQnuPs7MvgFcSinZyXVocvA88IOy/dOk8LY4pkNWCoErkMLqKDP7q7dh5VAt0sS1CqVsmwmuGlVONSj87h+ipJDLyGgXhX7jw+jZvz2+2ir+fjMm3F1Qv7OUt3Whfb8FvNUW8Vq2/32IHGuvfn2L5E0suDyFVHXXATd4G6r/ciLKFa0wF034x8Q+XVBYbJfWyqkTbyNV5gCk1O0V552N3gVPouiAxxB5+k5Zf34KshMBZQnvRym5Uf/4/16ILHkHEcoNRaE+BwLnm9ku7v4M70F/U7gvP0QLp+uhxdTB6N3xDfSe7oa8LP+7rOvYQNyFkhU9aWbPozY7CZjs7m9SahdL0ETVax9gI1cIejfg+6itbYosfz6NFjYMjU+OysRrfSgsNGwE/Ag4Eo3j5qL+cwyyThlnZkNdHszVIj1H3YHOMY7cHfls7+/usyMaYCUKCcOifdXVxmKc8x+TN/ABQeyugZ7lM9Hi2Pn1nCMjI6N9ZPI1IyMjI6NhSBN9M1sNTQrWRURkMvefXUkVU1BnbogGgJ2QwmYUmjjvhRIb9Daz/b19+4Ga/WdDqdoFhf4+hMI7cfeJFLIZm9k2ZjYxtrd2HxpJeFYq/wFgkJntiiZifeN6bi2/N4VJ/PXIBqImK4XCb9MTqYB7Ih/bH5nZaOQv9yQKX3vJlQyialQzcS0QOq0muKq3nFAlL6xW8WFmA9Fv9q6kXRkZVWBNRPL0QQrLIShE9G1EZG2GSB+onETpHOAkM7vJKySOq4ArKpQBLKXU/zDytRycSBxXcqmqJ+Xlz6GZbYxI0GkoAd5kV9h0Tf1EjbgTEYA90TugH7ABUtwOQsrRL6KFMczsWHf/XSwevowSJCaMjE+6nm7IOmddRMZ2ju2NVoslxdu6iHB9K0j5zuh3tFqVd/XC3ScAE0w2Ljegdpm82RMh26EIleUB8f4fgVTOX0RtpzMiXCcHMfY0usZXUTK5CU2s0uHIL/6AqMs/0Xt+dbQw0xeNj6YjD88pTazLBwWprz0ejdHOAh5E9zols/oUIr/PBJ5uL9omodA33gycYPJf/S5qc8m+qT96JzxTdkxdiLa9LlqkTwniZgLPmdm1KLrh2dieVa8ZGU1CJl8zMjIyMhqCgmJgAHAaUgUtRGTCBKQYeNbMXgMecvdi8oDkkbonmszt50uHtT4UxOmvEQF4bTvVqdV/9hJTcqwJaPD721ZUXT2Aq4FjKRCybaBDhGd7sFLW2mFAxZDXghJ0cUwO5oVi9n50D4+lZKVwPpE4pALSb/MVZCXxX6SA64sIooMRMb4q+l2+2gQiolEJrt5VTiKeUJtd08yObqvuZcrFGSj7d0ZGVSi0rf8in+L9kbJ0G2C4Kyx1J6QqvDEdBkv1sR9GCeVWAi43syuRinOClyVRKZy3osVLfJc8JLdEbXpOQX0bu/hCMzsM2MHdT2jvOkO1dy2ybpmB+pkZwHiTXcc04LpmKPWiL50en5ZCnbohsqo36vvXQWTK/bFLxRDyeKetibKTv4Wynb+C3jPpnA0lLApkzgvovdjHZXXznvurRhvspf/6VNQHPk/4zr5fEW38ewP1TokAACAASURBVIhwXRN5c56L2uoryDZpX/Sum4sSX25cubSGYAil3/tXSJ24d7SD6SjpZUZjkZ7jvYDfeCEhaiw6dEO//zqUFsdqffb/gp7p3yExwDej7a2CCPcx3opFSkcQfdpCM9sKiSBej+1p7DMM+C26pgmV+sCMjIzGIJOvGRkZGRmNQlLqnIKUAachQmAgClndGimO+qIkM89VIOm2Q5PNcfAuQvJGRABuD1zbltogVvRvBTCzHWjdf3YySpixA/ATlIypN9DfzD6GCNZpKARsDlIODKb9jOHJgqGjhGebKJ/ox6TA0/2ykrfYsShBxNpmhrvfBVzUQSuFzwN/Bo51hemuiiYhPYG1ENH9fEeupwY0KsFVsZxU1h7AE5XKNnnbfg8tGqRkZr2Af1RScmdktAd3f9bMbgJOMflOfwy4xcw+C/wMEVr/iN2T5UBqmwuRXUFn1Lf+AWW4nm5mYxBR9GcvJPlrDWY2GPgc8u08EBjr7inktZywTcRTceLeGq5AthxHxnXci9Snu6J+tQ/Qbv3qQRDIxeRJ8+PcEynLHF7cr3B8NxR6/CVkNbCymU1CxPev3H18eRmNrHvUZxWkHD7dzM5FqrU5y1r1GnXaCTgJLV7NQknT7kBt7Y1lXZ9mINr0QjPbEvgaGs+k56sbenf8DD0HZ0JTVM8Js4EdTb71m6PIloqkWBPr8IFC4R4+R9kib3yXbFSmFrbXRFS6+yvA3rGYP7vQj66P+siroKG/aU8z+xd6j0xD49gxQch2Q7YhqxN9YiZeMzKah5xwKyMjIyOjISiEp7+GiNfLyyeIZrYyGlxOcfephWPSv6eilf8j3P2ROKary6ezNwr/uszdL2gv1KvaUDBTAqa9kRJ1RxSaCkpuMRERwS8gpeTHgP7uvlGFolJ5KYT3M0AiPDGztamd8OwQCgq5xUiV+k0U1vaDVhS92wBtWimY2RXoXvxqWU/8rUEJrsrLQeF+6wOPxP9PcPerKxy3Kpq0HObuNwXZvQawiru/3qGLyvhAItqOEUn/zOwHiKAchNRsoCiBw10h8JXKMKSC64HaYW+k2N8YhUx/FPiDu5/aHklqZp9Gi1MD0QT8HbRQlbwNn0LWKGshJf9v3f2itvpXU9Kqx1Fm7WFRZm93n25m/wP8Ajje3a9r94bVCVPCr+3RfemCklS9iZImTWtNKRzHng0ch+xjRiIF8mAUzTAMvaeaRjpGW5mJIjYMvY+eQr/Ls+g3muhNzFBeWMj7AvJiX4Tux1y0kLk7Uu992d2Hv99Vc4XxxuWozR9R3kbMbAhSrZ/q7g83sS7bISKuT3zGo3D0l9BC8Rhk9ZPfQQ2EKUT/W8h24OBGLLAWxrgfQlZYU9EYcEFhn+6IGJ1YzTnLF5fa2G8QWjDqj6IlQM/xBPQcDwQucvcT3u/Pb0bG8o5MvmZkZGRkNAyhELwDuMbdr4/BYVLEthuaGeGdw4EnUBbwEbG9F1KZfBb4rLs/Ve0g0Wrwn40J5k+A76CB6vZIWbYZ8g0cB/yfu9/cHmlqykZeF+FZD2KQPx552t6NsudWIhZ7AEORovWh8u8L+x2JSKK9vYmZtduCmc0HPu3uQxtQzl4oKdupSEG4CCmahyOi5Wk0wZ2CFH+Xo+Qn70q4kpHRHtrqr2JhZjPU57zS0fYdC0mro5DpKa7w5PaOWQ15Ga6DLFUeQcrafihKYVWk+FsZLULt7+4vVrqewuLGAYioG4gU5dcD27n769GXnw886O7v8m5uBApEx1ooC/z3kOrrHaRgfA2Rl9OAB9z9qgpl9EAK4jPc/azC9lURuX0b8H13/20zriHO1QmR8msj8nhz9Fttht5n3YDX3X29JtYhka9D0f071sNjONrbbqjdvIAWDN7XCZ8KbfifiJj6srvPCYUg7j7fZKlxFyKsrmqm6tTMdkTvn5+jSKI0numKlOnJQukN4KttLbRktI3Cb/9xZA3QG9nDXIW83SeihfNZSH1e9W9eeI7uQAv8IygR6BNQFNYUYFYjyN6ycye/10eQ3+xIpKZPHrAjkAXWvEaeNyMj493ItgMZGRkZGY1EN6ROPRi4PibntSSSajGzE5Bf6+NmNplS6Nf6yK6g3UQE1nH/2ZuBe122BY+iAXgqsysiIGbF+SuFp/cGVo2wskZ6x1aNILw7o9DILuhedshKoUBibBzlrQs8ZmZ/RBYDbyDfs2mubLq11LMhCa7qKOdFFMJ7L/JfOwMRMgNRhvTeccjbSC1ybyZeM+rA/mZ2HJoAj0Pt7yV3f83LkvpVA5OdyifQ4tabwC2uZHdvxacquCwGHosyzwCuQf3C2qjP3RCRsPNQ2HMlS5hy9ANGRwRAf0QsdIrvZqOogs8BV1YboVAjkrfz1xFxtQtwKFpsuRQpcvdF924ecFUhYiGRyoMRufWnIEE7ufvCWHi605Sk5nDkldgURJ82Ghht8gtfJ67tHaSE3AyR7U0LOy/8NoPQgujYwncLgAfM7MfAhUgpOun9rJ4r3MN7kSJ8f2SrML+w207IwujFdFgT6zPczKYgtfXe6PcfiH6PTZHafSAwoKz9ZtSIwm8/HynbV0cWVZeivmASGn9MQr73t9VQdnqO7kALFlsgMcHqqA96GSna55vZcd5O8jRTFNkQ5EM9trC9C4rIWZLcNQj5V81sXeAmdx8a48TVkAgh21VkZCwjZPI1IyMjI6NuFCbQe6Iw9z5mdg/yCB1HKcxzhreR+AXA3a82s+FImbglUl5NAIa5+9+qrVL8ewpV+M+a2fNxzPZADzN7NEiJlDimO1IYzaQVxKD3u4hkaZh3bAdQVBvPjvMYuhetWSm0eIWszYVJ3CqIaJ2JJg1nIyXZJBQC+YaZ3eXuV7RbuQYluGpEOaEwed3MUgKTvyGiNWWSXh8RHtOR0ikjo6MYgIiS9dEi1TyU4OkNpLAcRymU/LXWJt+xCPQVFAmwCPVNvYAtzGwWWqC6zd2r8l8uLLB0QQlg5sZzPws920OrvcDC8/cqsMDMNkc+gmsg8vMcpMT/BOFr2GR8DrjZ3R81s3MIlauZ3YI8ae9194tj33ICuBdasNs8+sYlfUv8Bm+i91PVFje1IiJJ9gW+j4i26Yj8+QfwN3cfHcRwUzOURz1uRG23uG1xtJXx6D39atRlRSD//oB8zq82s2+j52AMsk06EUXnjIDmXm+0rRYzG1JQJk4lFkzSPpQWCzPqhMtKYv94tlZDi0lborHU1siOINli1fTsh1L+t3Hs6sB6aCz6deAL6F3QlhVKGsfsjKyTLgN+G2TsgcDRaExzjpf86TEl2xoGbB8RAc+4++iyMjMyMpqMTL5mZGRkZNSNwuBzJTRBTETsnkil8zpSiUw1s6vd/b7yMkI1ug0iAp9FylRDStJEhFar6kgDyU8h0rE9/1nXqTgfkZKPxj4fRjYEGwJ3mNnPyxQwSxWJwrm2QARfhwjP1hD3wqoYJJvLs24VlH36eipbKexFyUrhhDjHuwbhMbl4GiXKSds2iXI+giYkB6Hf/Qprx2Oy8N0e1JHgqlHlRJt60czGFsp4JX0HdG3jN8/IqAru/hszux4RWIOBHyJify3Uv+yPSMoWoKuZHeXudxbI0fRs7gr8H/BPpEb/BFoMeQN5wO6OFPqnVlk1Q8q9tHB2DfD3eHZ2QpP8F9z9jmr7X3e/NZSas9C74H7g5CCxBqB+MiXbaqZac33gyfj/BsA4k6fnNJOn52lmdoe7t6TrKlzfMNRvnxnKw3HAzPj+w4iYSwnRlljrNAKF3/p49A55AbgWhZpvhwiXI83sMHd/tVlqx0K5PZGa+mgzG+nut6d7bGb9UP//mLvPDGJ60fudzHH32Wb2SeAYRGodhe7DPETEHuPLIEw73efiudJYoLSLL0KK4xTxszpaRGlzoTujbUQbTjZVzwM3wZJxRfJbrWnRJY51HepvR7nPm9mzKJnd99tpV51Qn7k36p+SIGF/tCD3GhqbXWBm+0RfNwS4CI37tkULdovN7FHgxCJJm5GR0Vxk8jUjIyMjo2Fw95soDVBXQSqBHRFJtyUaMD4Y3ycPrKQc+AawA/Cr4vfALFOoeDc0Ca1m8u8xyB2FPLQWlU1YCPLthcJhPYGtUBKNWaF6uBiRdU8D/4sGyte0cs4FwK3Arda6d2xVhGdr11TNtRewDfotOmylEHVbZGYHAk97JHaJf8cgNVTat3N811Zyn10pJbjaGLiklV1XQu3gMGRz0AmpqG9pZDlR33RPN45JSrI2eN7dpyLyPCOjbrj7ZGCyme2BVONfR8/kemjR5hCk1hwXnyJS37V3HHuSu08xsw2ACe4+w+RHOgn1MdWqstJk/ouIKB0R2/dCpO4goJOZ/cLdf17NdZpZXy94f5rZiShR1LYoXPcGd38h7klTVIPx/nkDWDme+1nA6gVCagbyUK2oMHb3yWZ2MvB74HZExr5mslHYF73Hkod2o4nGdE9+gEjXn7j7tMJ17QtciQjt73mDPSILSMT85xGZ/w7wF1OkyBNIgflRRE59Epa8B1cIuPxdL0QE1/ro+Rgbz/F7Wa/WxgKpj/gxUiFfXGGfjDYQ45hz0QLRM8CLXpZwrVbCta1jCwscI1Df/X3guDYWVNK2HeOYZIV0dPx9BBpvXg58NAjWC1Db+BIat3VHz+3xwEVmtp+/z72aMzLeL8jka0ZGRkZGU+DyAH00Pr9L2yO8tTgITYPJw5AfVpqULyoMQLdHCq9fEqrEKlCV/2zhHMnjL/m/fg4Rxtu7wjsvRQqYiuRrGeryjq1Qxx6IADjZ20nGU7iv26CQ/B3ooJVCoW5nAGPN7IcuVXLKzOuIeFjc3oQkJjV7sHSCq5+a2V5UTnC1ECUsS/WYDkxvVDlldTsaeeOuipKsdEPea1MoJcQ42atIYJSR0Rbi2TsdJY4bFptfBl42s3tRMpY/uPuLUJGc3BD1kUkdtTPhg42ex02Q0rRapPJ3RqH4SY3/Y6SiOgx5m37WzK5LCzAVrit5pn4YLUANThN6l4XC+TXUqREwghwNNeBQRFZOQX3vN4CXY6GtItERCt53UKLB3VEI8kREal3k7i+l8htZ8Vg8XAMpmf+UiNf4bg7wVzPbFCmVj2/kucvqka5rKPBNlMhtY9TG9oy/O6N+8wUzew71vVe6+1PNqteyRCwmvhyfiliOlKapDX8ZLZxk1I4NkK3LIWjxdq6ZTUR97hNoPDCqtX6wEgqK5J3Q2G8CWrh4uzBu6oyeq5Hxd/KtLkd6JrsDnaOv2B0p4vcPxfbYqPssZGnQDyVKHVko579m9jTqIw8iE/UZGcsEmXzNyMjIyGgIQnX1XaQQero1Uq9cGVmY4G0Ux84tfJcmE5MRGXoW7cBq959N6p4PIeVB97iWI5BH4OggTGcg371WFWWFSXyHCc9W0DPqd5mZXYImt9NC0eXlxEGoo24EhiPbgY5aKaQQx/PQJP9RM7sAONOVeKZqK4gg06+izgRXjSqncH09gJ8CDyM1WfJ4G4AmYh9C4dcntXeNGRmtofCcbBKb5qftaKJtaKHgeqSKv754fKG/eQGpVHugNr4lJWJzQHxSGGlVz2X8tyfwRjxfyVJkiLuPjH7mcCqTAamc1K9vifrKOXFtXUq7+EIzOwzYwd1PaK9u9SBIiEsRMQhKCLU5eod0Qx7cP4vv0jugUjn3IPuWlNxv9VDENxudkeJyEPBQCnUu3OcJQDd3n1NtH9xRuBL6jAUws5VQ21sL9Y0bIFXooPj/cWgx4Klm12tZIdrxuxZCCuOA5UJpWhhL9UGLkBm1400Uwr82GiMNQNFLn0KELMDdwF7VRi0VcDVavHgOjUXHmlkLWkjbB40vfxX7ttYfpe03o3wFT6Jx9whikTnq2wc9h8cg7+70/Ba9mofGcTsDF1cZKZGRkVEHMvmakZGRkdEoDEIDR0fzlemIKHgc+A8iyEZXGqya2dpoMrxB+fcx8e8C9HT38e1VwjvuP/t01P3X8fdg5K0Ish4YjEJnoRWPv8LAuB7v2EqYgCYExyCi8IBQof437VA20Z2LvE4XUIeVQuGa/mBmf0Nkxf8CB5oS2NyQyOVq4O6v04AEV40op3C/tkNeij9KSrbCPiujSVhfb15ob8YHAIVncxaa4H8T+WQ6QWrGIs8Q1E+1tsjzB7QQ8tsIie4HjI7vfo76t0finFURA7HYNBLYx8z+jvq9Z1yJqgz1F73cvdwKIR0/GC2OPYeiA8YW+oVyNeC+BCFq7fhD14N4vhehkHhQn/9NpARbA7jPIylZuk+pTyioSoe6+z+CsEjJceYSSf+aVO9E6PRG9+5EM3u+rK8fjMig1Ld1N7N5y4LodPe56B5MRLY+qU6roXbSj4geWRGIV2jzOpY7pamZbYSI+7HvdV3ej4j3/H+K20KFvh7yVO1BjSr+Qj/8TeTZvSOyYNkHjT3eRp7K56ZzV9F3/wWNaX+HVNnfjMWtVdBC2RiXdcpbSNiwE3B/2ftkZbTo9ngt15ORkdFxZPI1IyMjI6NRGId833ojtcBARMj+DyINoXXFwGzgv8jr6laU7TtNbDqhyU1aua/WI7VW/9lRZnYe8twyFNaeJre7IzIv2Se0en4z60WdhGeFa1mEJrpHm9l9KET+YTP7M1KhPls2QXR3n2TylqzbSiFIkqnA98zsCmT/8HNgczO7GBjvCqtrV+kU+9Sd4Krecgr17IpIdYtju6OEMQtjItYSn4yMRmAU8Efg52a2DppEvw6sgixS9kW2BBXh7hPM7Aik4LwejeVPMyWQ6g4cVKsyM1SiVwE3IJuBN1GCIRBRuSfRh7TS/64NHIAUu6sD75jZM0SILnq+hiO15I5Etm9q87CuCen5NiVynOVKYlPJS7eIFOq7H3pP3BzbN0LEy4HADDP7ibs3W+V4IvIEngfcbUrI8xQwB7277nX3Y2AJIfqeIsj2WUgB+oHA8qQ0LTyXO6IInopexhltw2SLlZJiLXL3Ra5IpefM7Frkf/ws1GY3EgtrT7j7w2XbN0BK1WnuPqriwRXg7q8Ae0fkzuzCItb6SIF+Vfx9DeqXzzWzM4BHXUn6uqL3TH9C2U8T++OMjAzBVpBFyYyMjIyM5QxBYvVBBOzJSIV4lrs/UpzAF9RGnwb+hIiui9GkfV3gW0glcLK7/7GRoVGVlFcxKO2LkrV41O0GNDH/n9aIjcJ17IEIlW3d/XUzOyCuq0h4ruPu+9dQT0MhpsWMx8eie/MmCmf7p5eSsiSPscNQSOR+aEJ2NbCyu+8b13kGsJO771HNfS1c42oojPdrSAF1krtfW9ynimsahFR+5QmuakJHyylcS3fgNyjk+rSyfZLqelGj2lxGRjx7JyJ1el+0QLIYqZ8uAi52ZY5v9Vky+fztjbydQWrXW9z96WqfwQplDkah+S8CT7ksCIYgVd8/3f2MSv1E9AdboAWqq6MuC5EKsi9SunZDSqsXkDfhix2tZ5XXsiXydd02Nk1F75YxSCk83t1fLTsm+dbehUJ1T3SF9f8eKU1/gRYYNwYOdfeWZtQ96tIfRVsMQuHIm6BFzR6oT1olrmcU6vd+U349Gc1HKE1fADZaFve/tWfGSglMz0Ntfs8VRXn8XqPQL6yLfF/3c/fhVS42p7HYwSgp1heQ2OBdFlxm1q2tBePCmOVDaKFtKvCOF7yGYzyzLjAxFo8xsz1RRNfmaLxmyF6pN4qiuMTfe7/ijIwPBLLyNSMjIyOjIQiiCoKwDKLwNZQhegBST70aOyxRDBQGrw8C30Gr9BehwWUnYDwKd0/JU9olwawK/9mYNP3EzI5BxN2WaEL+VtR7Cdz9UDNb2dsOPW+Yd2w54h7Ni3u8QZxnavybLBWuM7Mfu/uEwv2t20oh6rkhCk8baGb7AJshQuVF9DtdbWZfR6FvL7VWTqG8hiS4qrOc9HuNQMTRDDPbAqlAhiOLjHmEN2dGRqMQE91fAr80s23QM90DeKT4/LQ1sXf3fwP/Tn+bWVd3X1BpQak9pEm9K0lSeaKkmWhxIvkJvkvtFarHx6KsM5Daag5SxK6P7Fb6IhXnrR72BU0kXnujBbwd0bO8CJGXOyKl+2LUD29ddmjqiwcANwfx2gMpXk9x96tCgfoXRCy3NItAdvclSZ5i8a07aiP9ECG7BXqP9EeLa9fzAVKdvtdYVkrT8vZVRVvbCRieidfaEc/6XaivewwpVccG8doNLeasTm22Gp1Rf7MHWkCfUeG8nYCvoj7zxjbKSsr8y5EafwTwopmlsc5k1A6XEK9Rz/vM7Cto4WhbZNHUgmxV7q7iGjIyMhqETL5mZGRkZDQEXtnLNU1Q/oP8YH/2rgNLx88D/hKqoy1RJuUpiGQcW+Nkohr/2Y2BAe7+TqhV/wmMCuKuJfZ/EamKXmuHeC1ef0MIzwRTgpP9UFKE9RCJsA1STzwA3B67fgV4wsz2cvcnok51WymY2R2IQBmAyM0R6D6OQ/YJ9yNV2GXA6WZ2lLfhA2sNSnBVbzmF3+uPyCJjAJpIHxDXiZm9gpTF+wQpn5HREKS+0d2fpoaQ5VB0fgyN4V8CnnX3lqRcqpV4jWM8FqPWReTkTNTvznT3Z1DiliX7VqhTUmR1Qf3J3NhvVtRxaK116ggK75vdkPXLvu4+NL7rg0jgjeO77mXHpPtgSB2WFLPJMue6+HcOsk9oScc096qWnKPotfpE1L0zUhP3JixXMhqLNsj19O7eGY0VmmL9UFA6rh+fRcA9Fd6x6X22IXoXZ9SOtdACx0EoKqGzmS1CxOZcNE64yKtMcmdKXLijmY1AXq/DTBZYcykkSg1l7PeA+4AbW1uUL2y7A/VxWwCfRYTwPLRYMwotQB+Hog+2RmTsc5SsYyomkMvIyGg+MvmakZGRkVE3TAmzfoeIzeT192YosfoAhwLdvULClhgIfgtNIi8MZcCwOqtUrf/sl0J1MBP5HfZAxN0glODK4zvM7HJ3P7/SoLu4rRGEZ1mZn0JqiCdQWPK/kW/sKKCTu78R+18K3Ab8EGVDJ+pzpZldR8FKIb46CE0aH479KpHnvRAReVfsdy+yLCpXEv/LzH4KXAIc2c711JXgqlHlJLj7eTEhWhO1l7UQyT0AEd0bZeI1o9EoPm8paqD8GYx+9XjgtFgkOhYpvbsjYnMlwGNx6SW0UHCCu9ekwjOzo5C6dWVKfd6rwBgzG40m9Vd666GpSUW+J+pjrwH+HuTgTgRB5e53NEspWoatUH/5WNoQ92QKZcllyu95kF1XAleY2eZooet8d58R17M98La7LxUd8V4gyJjktZrRACxPStNYzNgXPZv9Y/MzwCNmNg89V0+4++zCwsFVlCWMyqga44FPI7usddEC7oD4/0KUaCtFYFXze2+JfFX7xPFrR3nPAs+b2VgUZbUtItbvjOPaLNvdf0v4ZptZSgS4G/KI/gJaiHkb2Rx8EtlLJbubxS57ivVjfPdsJaI3IyOjOcjka0ZGRkZGI9APTQSGIJLPgUlmNh4RBZsRagwreWClSc6mwHGIeF0cRITHZGIV5Cv6gEdm6moQBO796W9r3X92UtTnCRRSlvwLByCF1CCkJPkwMC2KS6FfxfN52d8dJjwrlPksSvIwqpxkjPom4uZlMxsO7BfkoyGPr/HecSuFmcBnvSyhS5yzKzC/UM+JSCE8txLBUvi7rgRXjSqnrMw5SNE2oew6exCZ2TMymoUKpGtSY+6JbFh+Ycq4/SM0Qb8cJcLqh0iZ/mgC/jHUjttFQa26OUre9S/gAvRcbY4WN7aOOnRy9z+0UVwntJD0RdQ3jojteyG/2EFAJzP7hbv/vJr6dQSF+3gNWjjZAhgepFQnFAJs2rWyt2Lc+yvNbD7wGRQR8Zv4eiAiNO4v7Ft10p2M5R/Lg9K00K72AM5BESa7o2R4xyBV+gbIuiQtFKR37k8aWZcPEoKEfDU+T8ISccBqKKlVrc/635CQYCDqt4eh6KdD0CJ8ijLogWy3Ho16tHmeWARy7epvo/bxvMkS5SS0ADfPzA5Ci1ApQdiCpHpFffuBlNpXRkbGMkAmXzMyMjIyGoFRwEeRL2hfNCHZBBECXZAa4/ew1MAykZi7ownxP8q+Bymxdotyflytaspq9J8tCz2dFdczqqzMrvF9ebKZjdCEp1Hesanc5N14IfLmuiVdmy/tmbskcRkilSeGSu7jyJKgHiuFRcAiM9sY/Y7TgcmxfV7Z7sNQtvbWrif9dv9G6ozDkKKvmESs3QRXjSqnsO86iDTaDU2EbkSTbQ8S/10ebRkZTUaaIG+H2vk7qH/tDJxavggTk/G+wFqxkFDtORwtmL0BHO0lxWxx4SqFtbcVgp227QxcQWkR48eoDzwMOBz4rJld5+5jqqxjTSjU7zikGFxsZqe7Ii4WUbZoVnZsCvU9I/r6n7j79WW7dUUhv/c1o/4Z7y2WI6VpWsw4BCnav+Hub5hZX2CMu883s6noud0wVR+p4POCQB0ws/VRX7sqGu884+6j47ua7m30xS+Z2SQUEXQ78pBfA0XabIAW+g24zyvkJmil3PIxaOr3RiD/4e+hPnBz4FIiwVccm/rqKWhx6cKyMjIyMpqITL5mZGRkZNSNUBGNL24LAqxbuWqyArZEYa1z4rjiIHAWeletFX+/S3XaSn1q9Z/tZGabIjVCIjGnITJutrvP9dZDbrekgd6xBaTr3AS41yKhTmuD/5gMnhDXACINO2ylEN+vjAbyR0Y9HJhsZncj5fASgjqIyifbGMQ3KsFV3eUU1Nc7sHTyigOBBe5+t5kdjsIEr/AKSTIyMpYBdgKejGd7AVJjJT/i7gShGJPxN+JTLYp97OhCuZ2K+0R/NSH9UbGgEhnQE3jDFda6PfARYIi7j4xyD6eK/rujiPvUCdgHWbR8DfiambWg99Pz6B4+7+6tWdsMQQtJaVGrSLiMBs5LfXgmuVYMLIdK0/ScbYreJDRt/QAAIABJREFUacn2ZmdCHRnYGCkmIRZscpvsOMxsCEr2ui0aj3ZHCziPAie6+2NtHd8a3P1tM7u28Nu8jYQAo6olPAtjlp2QKGECapdvF/rfzmicNtKU7HUK0K+4QF84X1cUDTY26piJ14yMZYBMvmZkZGRkNARmltSuvZAqcoy7P9vGIWkgOhVNIlZDA8niILA3siy4ooZ61OQ/G+G8JyA7Ao/PDOSb9SLyPRzl7je0csrbKU2I6vKOLaKgrPkLMLic/C2Ejy0ZOMe/b8T/O2ylUDaxPB4pvS4BFqCJySHAxmZ2hJf5+LZB0DQkwVWDykl1vABlCD4aTXJbKCVDW4zCpm8lq18zGgBrJZFKBaT2uQPwjpntj/qY8Six3o/KlN6GxvSLqyy/iBbUZ38EuLmj5E1M9kcC+5jZ31GSwWfc/dGoXy+gV3l/0SQcjiwZ1kd9Xf/4/17AEUhJvG7xgMJ9ex7o6qUEZovL9ql28Szj/YPlSmlaaIvj0eLuamhMtSmlsVBKLpksPjLpWgdi3HgB+l0PRaRkd6SCPR64yMz2c/dJHTxFtyB3e6CcBGO9jcSkbeBqNI57LpUTi0vz0KLTpkhcsAhFTRxnZre4++g0NouFu8OBV9x9dla9ZmQsO2TyNSMjIyOjbpjZ7mjgOhgN+joDb4VC8oxKJGxhsHc98jI838zORGTA3FDTHo9W5x+IfauZYFTlP2sl36y9kLrzYqRq6YUStmyLJj5fQGqpGypNtOI6JsX/6/KOTSgMhnuh8LchZvZ1pHJ5w93ntDdYtjqsFIL47QJ8FzjT3c8sHLMGIphvBQ43szNqmXx6gxJc1VNOXF9X9Ht8zt0fjWtbh5L/2SQ0kcnEa0ZDUC0xGgqnbujZ3w3ZpHSOr98xs22QNcBjKGHKW2hhpJa6FBcgBgO7mNlVSPX5Klq8mAzM9Fb8UcvKmx3H34AUg28CR8XXa8Q1pGzbTQuNjnJHxoc4XzcUEbAu6oc7V6pHkMQ3A+ea2VDgrmquPeN9j+VVaXotWtw9wswuQcryu+PdfCwiZ0dGPTJ51gEU+oDd0Nhxb3cfWdjlv2b2NCI9D0LjxGrLTr7aAxBpnhaEFgNvm9mrqE+cinIevNJaWYV29k1gV7TgvC0iXLsiNe1bwLnAf1ze+1cAnwVuN7PLUVteJcoYAiT/7RRNlJGR0WRY7qszMjIyMjqCwsByQ+AmtKB3JiL4eiFS83/QZGZ/b8V+ICa830QkwATgEeRRNQSRoN8HLqp2khMT7X607j/7APKftVDDXo4IvMMq1TEUXau6knO1qRCohlRI9gHt7JNCzA5HE7CEkcDTSPEwDiW5GuPuLRXK6BLX3aqVQivnTr/r1igx2HaEpUQZUXEe8Cl337qta6kFFgmu3P31ZpVTuL7NgKHAge7+cFgXPAVs4u4tZnYAcLW796inLhkfbBSe5c8gkvP33oa3X6F9Jr/XAxAJ2w/ZY2yISKINgNXjsCloAv+xWpRZ0UdcGOVuhbJ7A8wFXkcqwJeB77j8p6spczDyGnwReMplQTAEJd76p7ufUYMCuMMIwmNNoKW9xZzCPf8I8N/YPBm4G/WBo9C9mNJe353x/kUsHqwDHO7uU03WQSe5+x/NbEvgIRRN8d9loRaMBcJzENE6Cylg/47CzndEPs03N7MOKzpSX2Rmp6IFor3cfVYszi+OfmEldN+nuPtXau2/zOxWtDh8JhIb3A6shPr2t2O3Xd392bbaVbSHLl5mXWVmGyB1/zQvWEHFd7sDJyJyuQcaC04AzgAua/LiQUZGRhmy8jUjIyMjo6NIys09EdG5n7s/Vxg8PhRq01+jREzXViokBrdXI2LwULSq3xupTb8I3FTLJMdr958dg8iHToV9i9WbTSQsqKIe9XjHFk+6OO7j9Wb2BCJRh6B7sy+RACdwOvCzIvFr9VspgBTHc4AdPBL8BFEOuleTKCnIqp6MWIMSXHW0nMJvmJKwHYwIlk1RsrKWUNTuhvx6a7q+jIwypJDmA9EC0O/b2T+pkHZHIe7/jkWiTvFdT0Qqro0I2f5IkbcZIgyrRhCq31lyYrX7rRCxs1N8NnH3hVUsPFk8e09Rsu5ImImSGD0Ufzdtwh+Lbz8CvoRUZiubEt7cAvzK3ceXH1O4rtdQtEVPlA18e2Qbsxr6LeaZ2aXu/qNm1T/jPcVyozSN52kB8D0z+xd61/VHY5WXgSPd/Y5lQQKv4Eh90Vvo3u4E3F/2vl8ZtYXHay3cZHW1O3CAuw+NiKifuftYM/so8FfgVCLiptJvWRjbHQAcbWZfoDQmXRiK2Vdi324um4zUH//bzJ5F74c+KKrhDTTWWZzbT0bGskUmXzMyMjIy6sV2iKQaB+8aPN6IPAq3B65tjcQKwvSm+ABK9lS+wl8trB3/WTM7BSm7XkZk5OeRf+gzHVUCNIjwXIJ0H939eTQwv7VwrlVRsqk9UOhxbF5yfztspVD4/UYgYvrnZvYS8Fz6PUxJHw5FylEoZWdv7d40JMFVA8sxdx9vZrcDJ5v8/AYDLWbWK8r7LPIOzsioB6m/czTxnd3GvkV1+ThEFi4wsz3R8/Zdd5+KVK5j0jFBDnWuZhJtZj1aey5c2bkfi8/FZd+1WXYsom2EQvu7IsJ1KrIteAb5b1dVVp04A2X6vg24Dt33weg9lHyqKyYmc/cJwIVBkKwcn75IETwAhaGPB91zr1INnPG+wb+BPwDnA79ACye/YWml6bLy/O0U7/nZ7n6nmT2ACMDpHn7PmTirH4X7dzUav51rZmcAj7r7q6E2PR0R3/ekw9ort/DbbIVUyyNCWT8DjUlBUWG3Az3aGXd2RiTxHkhE8K7+OxbnvooWzG8EvmFmawFnxzvj4XauPyMjYxkgk68ZGRkZGR1FGixOAT6DiL1HYKnQ+u5IpdnSVkFmtjoiP2dFeTPrIF7b9J9F6rCfxe4LEQG7EfBvkwXBSBSW9WbUZUZbk+xGEJ5VXNPaSE07C3g91LiPU1BiuELnusY1fxp5Qp5YUPveWyhvVRTKDK1MJNx9ppmdhiaj9wCPm9lENAHcE3gCuDR2b+9aGpXgqiHlFCYcp6IkXcciVchMpM7bBE2+q72+jIyKKLS1ixCpswslBWhbuINQ46P2vCksmWQnv+pFUf6eqI3eU6GccvzTzJ529++Y2dGo3Q8FRrn79KouqgLM7ChKRFVKMPgqWnQajfrZK72JYfsmu5FvASe7+1mF7auixDm3oYWV37ZVjssjOyXDSYqyzsBVBHGSidcVC8uL0rRQ/jfQO/oqFE4+z8z6AXvE8/t8Js4aB3efbmZHokitq4GJEemzGhrDHk/4/1Y5dksRDP3Q4rujhakpaAz1KjCf0vj5V5XECWa2PbCjmY1AkU/DIkJhrqqyZJF+sZl9D7jPzB5CVgPnuqIWOqV94//HIV/YEWRkZCxTZPI1IyMjI6NDKAz8r0SJmU4zsx+5+4hQa/VCioEelBSSSw1azWxl4DLgkyjkcw4iPsea2ctoYHq/t+GRGOUU/WfPR6TFl3i3/2xvFEbaBZEZO6Is35shovSEKHIOGhxPQAPun7Zx+mS/UDfhWeG61gTOi3quigjHZ8zsGnd/sFx9VSA26rZSCIL4HjM7AqnGdkbhzTPRb36Bu4+JMtqcjMRvU3eCq0aVUyhvcRDMd8T1bRPHHY7IqIXpvO2VlZHRGmJx6U6koOwTizz/RtmmW2unA4DNzexJNOl+wkvJn4rey53QRPth4J7WogsKuILSs/JJpPq3KGsGIgqeQAtpo9qaoBf63c2Bs4B/oYWRrsj3dTsUvr8n0Mnd/9BGvTqMAmE1GCUe+1Pcl06usNzZwJ1mdi16tiuSr0G2HAx8Hb0jXgJ+6e4tcU/bfA9lvK+xXChNC+X/L/IZnR3nPgaNQzoDz5nZ4aHUzmgQ3P0+M/sK6he3Rb6sLcBQd7+7xrJSH92CoqwGouRanVAf9H9xnkNRkkKoHEG0JRpH90FigbXRu+FZ4HkzG4vGztsim5U70Zh2JeCusrqAEm5tHJ9MvmZkLGNk8jUjIyMjoy64PDJTuP3jZjYZkZegweAJRMhphYnLZUgJdjJSGY5E/liHIBKsJyIR25v01uQ/6+7XIgLieQpetEGSbI3IvR1QmFeaeKXEDEtNwBpJeMZxidDYALgE+DjwJ0QqbIwUOV80s1Pd/ezCcadQh5WCyStxE2C8u89Jx7j7w0TImsm/bFV3f7m98sqvJ+oyjVCUmRJcQUkVvTrQ090r+lY2qpxyhML6P/FZ6nzVHJ+RUQVWQ2rXzqh/ORcprmea2TjUdwx190sKx3wCkS3zUHKtLmb2KxT23oIWh15Bk/ItKdkEtGcPcGXhz5PQYtWHkMpvIDAIKbG+DKxiZpumRZYKSOquIchH8Gh3nxLf3b9kJy2y9Y7/N5PA6oUIis2DmCqS1F1RNMOW8fdSJHXU8WR0T/4d5RwFXBR9+dXAn9z9X02qe8Z7gOVRaWpm/RHJdr3Lv7M3ita5DfUjZ6Akpacsi/qs6DCz5PE80d2fQyTpkjFAPb+7K5nnaGCOu79jZv8ATjKz4xBB+h9KY9BK47S/AcNQ33xn/L8XGiOvQ8nipQfwIBILfB/1x4m4L17HvDhvz/gu+9lnZCxDZPI1IyMjI6NuuPvVZjYcKUy3RJOYCcAwd/9bpWOCXPwEmvQ8SIloXIgmwV8GTnD3lhqqUpP/bKoKIhAWu/vbaHA7rNJllpdZL+HZChKRvD8iW49w978XzrkycA1wnJnd4u4vmllf6rdS+AjyH3vGlKAmkUIvxeeVIFamUAMK96uuBFeNKifBlA39k6i9zkak1gvIH3hiVrtmNAru/oaZfQtNeNdACbM2QM/3ILTY0xW4pNBm70Hj9G0RCbge8O3Y9g56DicBG6L+4uE4V9X9jruPI/pKADPrjibxa6GJ/XptEK9QInpnAaMRoVxp4ekd1P80RUVeKHMYMBE405SpfhyysHF0jz8P/CP2TWrfZAGzO3rn/MDdLzSzz6F7/ypSi81HyQ7/tSwUkBnLBsuT0rTQFrdBCaBeia++ioi5Y4LAG4jGTqfktthxFPrar6KxwBmxvSsaDy4ys/UjiuvZjpCUZraBKyEWAO5+gskCawc0Hhsa/XDFvtvlw/1SjMmORGO0+Sz9HhmA+rP7XHZRU1D/3ReYWtY++qAor7tqvZaMjIz6kcnXjIyMjIwOIxQZ2wAtroRWz8Yq+6ou37x3KZ0KE4wdEFF4NyJdpwEru/ubZnYeUs1OrbIqHfKfrTSYtlJWcdMuvshKiZ62A94MMqURhGclJMXlHsjP9LaoV7eo8ztmdhZKJvMJRPpOoX4rhXfiXGugwfy2iExZjMiVyWY2ARGyLYhYf7GK62lYgqt6yyn8jrshD87BiMCai9rHAmC6mc0FbnT3c6u5voyM9uCyTllKwW9KlJU8BVO0QFKctyAytjuaYH8dtc8BqM/dCT3jw5EFyKRa61RUd7swDz0Pk1BYa7VoQWqsjwA317HwVBfcfbKZnQz8HpEUw4DXQkm4L1rkuzp2T3Us9rctlFRoW6O+cibqGxwR01BaIMtYAbAcKU3TOKkretY/amZvIr/4v8W7fxX0rCVP4s5o/JHRcRyErFaeBUUzFfrGrdG44hxKdi1tohC9NAh4OqIHXk7b3f0uM7u7FtLc3d82s2sLfevbqG8bVaGcm5GA4RIzOynqvdgVffVd9D6pOnlYRkZG45DJ14yMjIyMmlFQDHwDkai/Kts+K9QZ3ZCasNIArz8wOsjNjZGaMQ0sU0bYw4Bb2wuNKgw+O+w/WyirLeLgAqTQ/bO7TwrypFHesQnpOjuh5DWJjJlf2OdldG/fLqt3PVYKw4EjYntPpKgbFNc0ECnvBsd19o9r+bVVkTys8PvUleCqAeV0im3fjn93RqrezSmpEAfEfaJ4j9q6voyM9hB93GdQyOcM4A53fx2YHh+g1MZj8t8tCNG9zWxnSom1nkZJpSZbme9zLWht8l8MUy0sWOyKklad7SVLkmICvMHALmZ2FSI9X0ULT5OR+nQ+ywDufquZvYNUYrsjcnsismW4yN1fiv3K+4Y+sV+KiNgFRTCkJDWbUXp3ZKwAWN6UpoVy70Oh779AY4AplBYN1kbP2p3psGbU5YOAwnt9czRmmF34Lt3XtKB/IVRnm1L4fts4fnraXiBg3cwOBj7u7t+pssrdzGwIGseOA8YmkUPZ+V83s2NRhNTNwGNo8fwjaCx4UmyrKVIiIyOjfmTyNSMjIyOjI0iDy8NQsqIXQIPZwuB0ezRh+SWlSU1xsPcGMCfCv1sIr1aUEGYzRBbeVFOl6vOfbavcVOfdEPFX3N4Q79hCmWnbbWhCcJyZXeFLJx3bB92v4emwKNsQwVizlUIKFXb3xa6s50/GJ12TIQJ2AJpUDK14s9qANyjBVR3lpN9xILKheDz2eYhCBvpQG3aOMjLxmlEXzGwvpLTuifqBDyEl5usR3vw48Fh5e3X5Tq6DPGK/hMiB6cjXeKaZneXuFZNH1YOyeiQF2JcRIXlW2bV1QYlbpqGFp2/FZy6yZHkJeNnMvtNRkrhWuPs9hLIrIgZWd/eKURSF5/shpG7bCBEmm6FkhyA7m/9n77zDrKqu9/9ZdEQFRFREBVHsWILYe8lPjUYTa6IxibHEaOwt0ViS2I29xB57/VqjsffeRVQUFURQAakiSF2/P959mMPl3jv3ztwZRlzv88wzM/ees88+556z79rvfte7epKsHQjCa0FBi1SauvtEM/snUru3QvdhZv/xBzSOZMU8415sBExF1r4BemZxXkFs1hYtzHwC9ccmZtYPKWk/RfHsUHRvUWT/n6I4kVKLaDkVbW8UG/dEsexs4Fsz+wIR9WOBiz1ZHLj7XSY/8X1QlkQ/lNGwO3B/c43FgUBgbgT5GggEAoGqkSMj+yBS7/vce1lwOQb4OQWT9RzuRUToaETEvg/8w8z2QoTlGOD+rNkq+naDVek/WwnMbHk06fq44PUGE571HPIWFLz/C/ipmb2A1DkDEOl9g7tnpHe+zQZbKRTZrx9Kuf0yqfS+SD9zilNVq5zwGhW4akg7ub7egwgwA9zq/H9Bn9+0avoSCJSCmS0JnIsWqE5NL7+ErDIMLVL1c/dXC3bNUttPQYtYB6AFj+5Iob0HcLGZzXD3K2l6rAw8VYQgngnMUW4lsmoNlA2wXvrp6+4zm0I1mCMnVgYORh6K96VnehG0YPQ99VvY3IEUYfeZ2ZVokWlGUiz/CxEcL0OoxRYUtFSlafpufh0tyhRiPCpU+g7EvVgDzEIF9jIP/cHZfZEWYfdGfvffVTh+LQxsjhb6F0rtf2BmH6GMhXfRZ9c7bXdd2q9ou7njXZzaOxbFhv9FWRS7oIUiUObXnDHR3d8E3sxn7zSlcjsQCNQPi+cvEAgEAg1BIhVeA85298sL3muFCIP73b1The2tAvwRkRGfARcC71YaKNrc/rND02tl/WcrbDcjKXdDAfAKifirdz8aQHimfTN17GIo+N8dES6LIvXbNei6Tyi2f5Xn9RxwhbvflntvTeRz1w9NHtohFext7n5bA69jb8oUuGrOdkw2FI+jSexd7j6u0uMHApUg93z9ArgU2MLdh5jZNsBdyNbjW+B44KfuvkX+ucqRimOQ/+RVhSpsM7sXkUM7u/uYJj6P0cCxaXGrs7tPbIrjVYvcWHkM8mY8wd2fNbO+wBnptYnAiYXfU0XaWhp9VhsgkntE+v0psKO7f9GEpxKYjzCzARQoTdN9/09EcO3v7q9YBTY7NerPlihDowOy73jH3T9p6uP+mJAbY9dHYoApKLZ6FRGd+wMbA6e4+xWVfPZJad8TLVo/i4j98Ygg7YMKYbVDceGbwL7u/mG5mMrMMuXtLu7+jJnNBlZy90/MbFP0fXIacGVOvdsBLTzNRov204GpQbwGAvMXoXwNBAKBQEPxHVICHWZmDwAjc4FdK5Sm+gnM5a1WEu4+GDgibZ8VyaoX1kD/2aSMml1BMJopKTdM+39fZtv8+VTkHVtwLlnq2TZmhrs/ClxiZneiojyTUCA9NU0aGjwR9AIrhQJi+GaU2ngzSpNeAvk93mhmfdz99EqOYTUqcFWLdnITrS6IzO6CPoO/mNlgpEp5G33Gn7YUcinwg0U2bqyKFpOyhZKN0/+ZjUgv6lKa5xRySvfqIoh8+TwRjK2pW9CZiYiCm1GxvOo6V6GXcXru2qHx54P08kNmNtDd/2Rmf0Rpuc8gy48GLwg1ENl13hY9v5la8Gi0kLcfWqzZ18wedhUyKwqXV+JBKGtiVXSNXwaedveKxv3ADw8tQWma+37qDByG7t+F0fdvB2Csmd0MnOfKQgk0Elns5+6vmjKujkHq985oXBmBLKyuTtvV+9m7vK2zxf+DEJE7AX2Wi6FxdAlEig7Kti0Wh+YI2TXQd8SbiSjOaiKArKf+C3ROY/WiwAUoxhmD4sWv0rGGmNk44Dl3H1/xhQoEAjVDkK+BQCAQqBopKJxsZtcBtwL3AZeb2SCgB/L8WxsFrlA3QS7XZt5zdEbBe92QCvP5IoRBg/xn6yMeiigR+iP1SYOVA4WEZ5H3Mx+ufwIvWKqImxSdc1SdZrammY2qRjFaDDa3lUJWjGrX9PfOriJc2bbtEWl8hJk94kppqw+1KnBVi3YyYmtfdB+8jIirJZAqZXeUttwJ+ff+trlUToEFEtl98yWqLr0aUkKtgwo5zTazHmhi/WSJNjqh8WwPVKCrUPnaC5iZxuKq1OiVEK8Fk/9pyJsb5D2YVf7eBvgFaYw3s4loPHkLeAURspWMFQ1Fdh69gXvdfUoisHYFTnX3/5jZ+8CdSJE2rPBape+enwFHIUXyV+n8HgZedPfvKyWrAz88pGexqNK01IJgEyD//bQ/ul+vQt/7y6XX/4TU8qc0JPskMC+y6+juz6VxYhW0mPQFGgdGpfujouudI9HbAo+5e1ZzYCoiQ6vqHopve6Ix1VF8/Q1aPP4CKVqzomBnoRhtc3QP3ZK2yTzGZyHu5ydoUSEQCDQzgnwNBAKBQNXIBaHPognB0UiR2B5NIoaiVNkb0vYVKawKX8tNePcGDkWp5rNK7Fex/2xSkN2FqhkXVZHk9s1+rwH8p77zqA9W2ju2G7JIGI7UcJeWUEN0Rtf1z+QI2Sr7kJGK/VHg/g1157kKKubxTrpOrYBZruI/l6LruDFSYdRHTtaqwFUtC2X9AimO/+wqqNIJkVxdqPPT/LDEvoFARcg9u7cBJwDnmdkR6Jm7ML13JFJZPZTtVtDG12Z2B3B2SjW9GRiJJtzroUyBB9Pmc1SzpZBTkP8xtXGLl/c3zib/6wKfU1e1+/rcNschpdXSaNxaAT1D/w9lPyxkZiu7+xCaAInoMDQWrp1ePjT9vjn9noKe7WHZPjDXOHgE8uMdgr4X2iGC4k60CLaPuw8PwmvBQQtWmu6NxoM/5xaQvzCzV9AzvruZ3eHuH5RvJlAh/mBm3YFzXUX5Xiy2URXPfTZmbgWcbmb/dvdrUmwyABVLHQnc6KoNUBK52GoYWsRbAWUftEL3yQlo8Wsv4HaTndL2SPzweOrLIWgx4RDgt8jmZmCF5xIIBGqMIF8DgUAg0GCkifudZvYoIkYXQ0TeWOCTGk5U1wHeL1TEZjD5z44HliskA5OqqQ3QxZMXLJpY74KKFxRrbxmgh7u/nsiKtiiQfa+hJ1CC8Mzea4OC453N7GOUmtbLzDZHpMJ4lHY2BSkf1qJOhZY/RoOtFHL7PIaq9bZOn2+e0BmLJhafV3LOuc+iUQWuatFOjoz9DC0OTE+vf4csNEYjQvzF3D6heg00CmnR4nfIS/RO9PzuZWb7I7XmH1DqaKn77TLk63oUsCdSY3VM7dxHnYK+kns1e+7/ADxN/cWD8in9I4uNv+7+GXqmtINIhs6I7FwKWKapiNdcH9zMrgeuNbNVkff3Ba6q8a3ReP+tu48s3DX9PhoRtSd6Ssc1FQ77GSpic5KZHe4VeH0HfjBoUUrT3PdTT+C67P/smImI/TdSdHeEKJ7UWJhZT2Q18C9XQcBW6JJ7+vswlG1VjXI/y9L5GSJMn0mvb4cKL/YC2gL9zOxQr8t2Kgl3f9FkjTQlLRjfBxxnZoehhYLnUbbOmun4T6NF9CnARHcfa2ZnouyLeWLkQCDQfAjyNRAIBAJVIymNDkSTgItd/pgvNeEh+wP/V+b9SvxnPzOzZZHqYCVE5n6aNZDOyVJg+ltEzHZJQXir9No8apPGEJ4F772DguMB6f9TEUE4CpEbHyEFw+aoqNiIwgPUpzCu0EqhO5og/MPMbkMk77dpknAS8lV8Ih2v0iD+WqTEOMDMGlPgqhbtvAD8HqkPv2tgPwKBiuEq1HMgsBN65hZCE+Z73f35evadAhxjZlcgNdWaSKn9CPCIu09K29VLwuTGh3HAOJc/YSXbP0mJlNk0bmbbe1oAGZ1+3q+vT7VAWti63symI8XtQ9Spi1dAhRyfym07O+uvySOxM3Cr53wQ03W/y8xWRnYkRzTHuQSaHS1GaWryVh4M7Glmt2fPdu6eXQQ9+x9DVWrMQA6567k+Ii8fhXnimYWQpdGKqDBWpcg+k01QVkK24H8kiqX6o0W0w5GV1tsV9Hc5V0YUqZ9Hm9ljqa2vgWfd/VMz+y2qszAD6IvI3wyzkYftNsD5YaMSCMwfBPkaCAQCgYqRI+9WRqqAi5MyNK8YWAj4HSpS0qj07Vxw2IdU8KJEnyrxn70JkQgrIiXpFDM7AXgN+RKOpk5NuTbwv3SIVolQ+G89fSyKSgjPpCh7AHjAzH4JnIhUN72QamttpJzoiYjYo1Pbc4iEWlgpJKLhH+nfY4BfoRS1Gabq4Y58xTqbCoKVJC9zaZ2NKnBVi3ZybayI7DB6AK+le+ZDpCYcDYz3Oo+2QKBmcPe3kA/jmr5lAAAgAElEQVQqIIVoUsVWVFwwLRR9Wt92FeI8pJy62yuroH4tJZS1pQigjJTNVGTpe2IjVLjv3Fqor3IEwukpO+FEd7+lYLO2yLu1lK9ua7SwtxKyGGiNFuEyRdoIoJ3LSzaUhgsIWqLS1N2nm9lVyFrnXDO7BPgw9WVr4AzgFXf/Nu7FRiFbMOqHvvu/g7nHLOrsJ7qk9yotUJht0wn4Kn12ayGbmO3TZ/ciirMy+5N5PstczLISMNBk3fJ59rq7P2qpJkBut68R+bocGrc6IO/681GstykSKeSvQSAQaEYE+RoIBAKBapCl6m2Ggrf7YB7FQEe06r8M8NfGThLMbHGkQhhc7P1c2/X5zz6GPP2WQV5ZhvyvOqfjfJuOMQsRtEdmh0jvFwuQm8I79l7giaR6eRWlQ2bHa4uu7+TUdv66N8pKIZ3fR2a2dDr/AehzXAsF81nMcAqySBhuZs+5+2UlzqNWBa4a3U7uM1gITbYmIZXxuYhUGo2Ira/M7FF3v7bEOQUCVSGp7bdC48ww4ANXIZ9pMGfhpTn6kRGgA4D70cT8GlO6/mvACC/hQdiQPhaMldlE/zdI+X9Ote3Vg41R5kW2EJV//gcD53uyDMgtVmXbdEMZBseY2Qfu/sqcTos02RZ9dwC0N7NpQXotGGihStMHUaHSI4ADgAkmv+eFUPxyeDP0YUFHNjZ8g6xRlgDGFny+i6NY7dFqG0+x1RvIXuYVRLQOdvdnc213ocx9lXtt7dTPzG/bcwSsm9nuwJbu/idkcTAKFQn72MyeQffL1ulcvkXxav4aBAKBZkSQr4FAIBBoCFZHvp9TYB5icjL6fume/i9bCKZAbTDX6+m1tVDg+VW5Dnll/rPXprZXQMrWrBLssig9dXlEbv4LqaXmKBlKTLxq5h2bO9/+SFn6qrtPTu8tjsjkL7MJYnp9YaCru39BI60Ucoqfr5GC4gVUSCdrqzcqvLMxUozsms7lsnpUIbUqcNWodlIfBwIb5V7riz7D9dF9thu61641szZegR9bIFCIHNG5K3A6WvD5FqkwMbOJaFHoG+Dv3gwpzTkyciZS8WcK/6tSvyaY2RBgOHCbu9/TBN1YGXiqViRWbsz5EJijIC5YeJmFKo2XwjHIA3ca8Lip4vk7aZ/t0ULYoamt70u2EvjBoSUqTdM9dnqKYzZHccks9D39hLsPCdVr45C7dvciovsKMzsOjSOzXRk9h6BF58ez3apof4bJJuYRRMKOAA4CSHHL5sAQL6GmN7N+KBb5FFnVDEVWAoX9B/gpisdAhVHzGWKnpX23QFZRZ6UYKPzsA4H5BIuxOxAIBAKVIpcKdTJSMW3m7l8VbLM0CjqvdfeLCom5lD4+MyMWyxyrjasIwmnAz4H+xQLGRDDm/WeLbdMWpZp/kfrfzgv8Ds2sI7AoCr6L+hum7eYQnma2N3CCu/fLvT+H8DSzE4Fj3T0jPNsiJdWTXqJ4i5k9j1Loj3DZKQxANgTLI0L4lKzvpoJcV5OzUkAFevJWCplC93Z03X9VK2KxklQ8M7sWWSWcVd+2TdVOARk20MsUAKo0vTAQKIXcOPkuUiJdjJRGS6MiW72oK5y3rbu/01yEShqfOqefRUnF/dAY0helpl7l7qfVcJzInr/RaDy8obFt5to25PP6L5TR8Gjh2F7P/r3Q57ASIof7os+oM1pEXAgplgehlN4L02JXYAGAmXVA2TJHoGdhAnpWM6XpQS7P5iZ/PvPHSP2a4XU+tCUzcAINR1KO3oh8sF9D3tbrI0LzOBRTVjyeFLTdGRWLHZeRnibrleuA29391GLxhpltiLJ81kX34SxUq+AjZLP0Llog6g2cj2wzzorYJRBo+QjyNRAIBAJVIylHB6H01TPQ5PT7pCQ5B9gH2M7dB+aIiNZpInEDUhF8jFRWI5DSciyqzJoRixn5ehHQ3t3/WNCHrN1VkGffxe5+pRX3n50G7O7u25nSgHdHE6uR6WdMpUqApiQ8zawrIhh3d/cn0rm8CnRFQffPgf3c/ca0fU/kBZtZKUxFatTOqcl5rBTc/ZbcZzHXRC4Ry4cjf7KvkRLkPUQ6jE6K00w1O7uSa2Zmv0cFrrb3Mh6xzdGOySP2E+B4d38/vdYe3Y+zqfCcAoFSyI1bXZGyfnsvKKqVnqHF0XP7Tku459IC1SKkjAF3n1DBPhVP9k0p3lOBDdz99UZ1lrnG//Wp8zEcgywCXkTfT5+ic6nINiERue3R+NkTEbKrIVK2FxoX13X59wYWIJjZusxnpWkaF45Adj+dqSskep830j8/UBpm1h/FrOsBSyIbon8B99di8angWN3QPTbM3UeXUL62Q+NPe2Sn9SSKNVdB9Q+WAtqhWO9NYF93/7BIPGcow8GLELyLIpL5qSBsA4HmQ5CvgUAgEKgaKajbH7gIkaevoInCxshb6kjgkhIq1MdQxVVHweOU1MZHiBgbjJShn6Xt2wBtvCDlM0cgHogmLFu6+6iCbboh/9fWiGQ9GnmHXp/+/xYp04YjomQoqhA70N1Hljj3mhKe2fVMRMIWyON1bXf/0sx2QUXEfuLug83sSmApd9+5SL9upLyVwv+Qom184b5p/46o6NcmiHRth9R5XRAxOQpZTWxZnxIkdz4rorS9HogIqarAVa3aydpCHnpHoHTCi4AzMiI3FEWBWsLMlkLP7t/d/Zk0oXaUGjpfydZENmyFxq2vEclQtOBdDY6VPcM/QVYmvbxMZkED2l8G+CUap/ohsnRZYGE0Nk8DrnT3vzTiGK3RGNoNGB7jxIKBlqQ0NbNFkEJ+X+r8i5dAxH9mT3JpU/fjx4z8YlKtPvdy7eQyAtZBWVnfFNlmF7QAPwGNaYuhcWgJdI8MAoZW2tfcMX8D/BtY3EtkYQUCgdojPF8DgUAgUDXSZPoGtBq/F/LR7Iaqzu8J3F0sGExE6nlI9XU9ItJWALZEZMBOadORZna2u1+alAfl1AeV+M9OdPej0iT6HkS8roQ8D1dBqbad03G6IG/Ui61IAahEytbaO9YQMbM0IhPbm7zB9gGeTsRrW2Aimoxlis0lSVYKwP6FpKhVYKWQu179UZrb74GnU/+7IsKzV7rO3Vzq5rITk9x7jSpwVat2cm1dZWb/hwqwHQvsambnoRTAsjYYgUB9MLO9kHruCaRYexjY38xeyj+baSGgDbotm81XOI0h+6JshVlIWdUVWM3MJqPFqQfLqexyk/c/okJVt3gqHlZqFzS2rYvG6XoVtdXA3UegsXphNGZ1RMREZvGwAVpUm6NKbsAxZqHvkhgjFiyYmR1JTmlqZi+jQqIfQtMX2crFGJsBOyNbjvNz7/cALgRONbMX3f3tpuzPjwFFSPdlUDwxzsymA1Nr9bnX005WiPBp5D17Sb5/abx+LLewPBWp+xuD7JhrIZI/fKwDgWZEkK+BQCAQaBASmXB3+gFE9hVbRc9NMLZD5OvB7v50bpNLzOxQZAdwDCIBTjWzJ9x9cIkuZKToWKQwXRj4tiDY7YbI1TmknKui9xPpJ+ufIcJ0NUTEvlbsgFbgHUsDCc9C5AjegYioODv9vxZS14JIkrWQ3xeIsD7Cc1YKpoI5eSuFqZQvNgN15EjfdPyHvK7q+TDg7XR9OpAKBlUyMbEaFbiqVTtpvzbuPhY43OQheyZwCrCqmV2OFCSzQwUbaCDWBPZDCxiZ0tWBpc3scaRgei+NCzOgeZR1ufF3IzSePIQWILZCCxlfIfJpM0RenlauufT7D4g0qK/v2fbbAiO9QguAapEWTzJydDjMUaz+B6lfaU6iO9CyUUJp2hfYETjSzJpLaZo9Hxug799/p/61R5ZFX5nZmej7bi/0fTzPonCgciRic1FUUHR3RGiOQ+PgIGCImY0DnvMSmUI16keW7t+BurgO6mKyrVDxtX+7+zXpnhgA7IBivBtzsVq1WA94M+KcQKB5EeRrIBAIBBqENHlZAU14vwEmlUlfyiYYG6Mg943URmtkgTMTuAVVZR0A/AUVKvg1cHIxgiL3/y1p+wvMbC7/WZRivjjQ28y2Bwab2deF/UxtfZZ+/pt7vXCCsyVwVA0Iz7oLkzs3dx9kZucj2wZDJMijadPNkNfXZen/NsiXDhSkn0eBlYKZ1WulkDvHN9BEpB+ajOa38XROFZ1XmhzOsoICV+n3EFRdOtu2dXqvGPFak3Zy5zEzbWsuP+I90QT8SHSvHQfclCZnQcAGqsXFyH+6B1JeroBU46uge6szgJmNRUr9X7r7m83Qr2z83R6pxY9z92/MbDlghLtPTEr70chrsKSfa+61caiQTFkLktz2T9J41dY8SAtDuyPSuw1Swp/p7sPSsSfV+piBHy5aoNI0+/4dg6ybOgJTCtTkH6MYK3uWjEBjcSGKN/dHMWSWvfQzdJ3bIMK7ychXmLOQ3BrFnhlaofviZyh2eya9vh1aLOuFFsL7mdmhVS4qZTHNXKKEQCDQPAjyNRAIBAJVISk7r0a+rSOp82z9xMw+R5OEp9w9P+nNAr7Z1FXXHlQwuZ+F0r+6uvvQRFC0zw5LaYXVZ8BhyMPzJyT/WTPL/GdPA04CDkYB61gzewspHD4C3kcT9vH1EQlp/0YTnnkUIZWvN7ObUersV7nz3i3198VEDP6XOqK4UVYKqb33zOx+4Og0AX0PTQgnFSNh6jmnrP3T0X1RrsBVybZr1U7uPJdH12IFM9sBXadOaHLbHrjBzPZDiuZPqznnQMDdv0YeqtligKP7bTH0PPdEfsN9kNJtXNq2uYj+5dEYkhE7G6DnHOrU709V2NZ5wHFmdre7f1LB9tdSRzTVBOm76G+I2H4OjXUHoEyKVsANwK3u/r9aHjfwg0aLUprmnvtX0/EONrOrUUaPp++1HZD1ziPZbk3Rlx8LTMUQdwAORF7yBhyCxu5DgN8Cx6P7o6n6kN1T66bj5v1es893E+BBkm0KWiQehiyi9kTFUfshu6+KkDJ72iFRwvuNOIVAINAABPkaCAQCgWpxNbAhmvReCbyDVCR7IE/SLohcmEO+5iYud6OU3PPN7GQUNM5GVbb/iPxM/5KIi6WoS8Uq6y9q5f1nH0SFpBZLbW6LUg1/ivyuOiAy4iMzG4lSzc4uPE4iSB5CKbvQSMIztdkHOBE4NJ3j6ij1fVxqO3+ee5WydWiMlULuGv4C+DvQHdgFkTSfItLzE6SKe8DL+zvmz82A85H6+FUza1CBqxq28zDy5O2NUsLfBF5H5P2HiHTaFt3f/zSzAzx8YANVILO8MBXluwg4MD3L41AxwWy7tkBrT0UEm5p4zS1MfITGxM5owWh1lHoLei56UzdOFPPszvxeBwD3o7HzGjO7Pu03olQabC3tBgrUi79B2QgXm9nP0Vj8BSKrpiP12P9CyR5IaHFK07RQ8CJSPG6AMoReAMaYijFtCFwOvAVFM3ICFSA3BqyJrvXTKG6bguoCjE3E+2rAck18nfOLAPkFsfx43Qn4KmX/rIWsArZ392/N7EXgH6RxunB8S3FTq/yidG6b1dE5f95kZxcIBIoiyNdAIBAIVIyUproV8vt7FrgCpeLPRGTsb4Cj3X1Ysf3d/W0zOx5N+J9F5N5IRJb2A65BCqZfocnzK2m/spNmr99/9u302qZoxf9qRMhORoTsHsAvUJrwB2nbubxDiyhUG0V4JqwO9Hb3qWa2BSJ2B5nZN0jh8BGaCH6C/BLnEK/pOg4EBgONsVLIUi2vQSq4wxFJuS6apGyLyEpQelxFSMdvdIGrWrSTlC7tkIXDi+gzswJ1NoikOQnd17+vpH+BQIbceDEAqZY8ESuZCnZ2ev5WQ5P+O4o21HS4Ci1iXGpmFyMlbuapfQpS62dj7jzjRO61mWhMaY3IzqtQVsAEkw3LcOA2d7+nic4jIy62QOPkTen/figLYxJSsjvJ6gGRLVUp+AMLHlqo0rQtKq65BPrOXRs4Ct27rdI2OwJrmNkg4GOf2zM/UBmyDKreKKaagdT+X+a2mY3GkG2QSKCo/UrJAyhG/rIKK4CfAK8Vxpdpge4NYC8zewURrYPd/dm0yeJogf9jM1sc6Gpmw7NFhNReYb+zMXAztCBY0+KHgUCgfgT5GggEAoF6kVMa9UcT78cQ6Toe6OjuX5u8SpdFk5hS7Zi732RmDwK/RATFYkiFdb6735wITAcudPfPSrVV0G5Z/1kza5cI2sNT/45393zgeYeZnYNsDy6Ckh6kNSM8E/6LJoEgwuB2NOFaDilqd0bXYlI6/jXufkEK8P+JAukGWynkPtf1kRLiAE++qgXb9QL6JoVsxQoyq1GBqxq0MwnYMVMa5s8fXb/puf1GIaL7+1DLBSqFmS2Fir99hFT1H3ldsZbC5/+3aNJ/R7WT+8bA3UeY2T7AOcjnsA3wdzO7BpGVu6XnrD68g1J2O6PigpmVzIrovDZFY9E9hYtYNcbi6HnNFoU2RAXNMtJ7Fer8EgMBoEUqTRdDix5jUHzVERXY7IGIwpXRd/S2KC1+MLBaU9ohLIjIXauvEfm6HCJaOwC/TTHsGmj8ejltW7Hq2cw6oIXbQ9CiUNnupN8/QYtXhX2dYWZXoAWAN1I/D0rH6QRsDgxx9ylmdhS6T84APkuZY/uj8fhJ4DF3z1sztQIerGU2QiAQqAxBvgYCgUCgGvRCq++zzGxFpFrNAtqJKHXq18ADxUiFjMhKxOd1ZnZDsW3M7D6UMloWVqH/LHVVsNcFLgEmmlkb6tRojgrlXI7S7kcUSeOqCeFZ5HqMTn+/hRTFmNnCKJheEZGwyyM1XUbmfINS0BplpZCbjExHE82p6fgLpfOc5e4z3f1z4PNqyUivUYGrxraT7rHsnm2DFB9j0uuFNgovoQI+gUA16I8WBRZGiqRvzOxctBAzHKV4fo7GjgE0YHJfC7j7A2Y2ARXfWjO9/BBwf3q26n3G0/sTKFBOJbXWImhc+iZtW3PiNfed8QLynu2TjrcKsigBFWzsiUg2CJ/MQB1ahNI0tzBxFho39knKxWno2RoKvJRilbYoDX2pXB/jnm4YnkGLNqPc/WMzewYtzG+NyNdvgbvSttWQ233RuPo9zMmEMjRkupmtAuzg7uenxeK2KF59r1hj7v6CycJmHVTcMPOgXQvdv7en//dDpG9mVXVaOp9JKNNhR+oKt4L8t6NoWyAwH2Ah6AgEAoFApUik169QQLcKKlbxD3e/NnlS3Qzc7e6nFSNfTQWPeqOJxkQUAE9CpOmUalfiTYWpNkSTl8x/dkk0QZnjP+vuw1Ig/CRSlWzt7lMK2loXEW993H1EkWN1AFZlXsITCghPFAQXJTzLnEu9KhYza1t4jZKVwvHpmMWsFL4D/u3uxxaq0DKiJRHLlwNPuvsFFCAjqqtV6FmuwBVK5cwKXLVPP72Q/UTZAleNbSeR9IcjK4G+aNI6Bim4z3H3QUX2CdVroGKY2ZJokrsqGh/HIkVmazQ+jEOKq56I9NnF3Z9rCeq1bFypRqVqZv2RBY2h87rf3Sc2ZT+L9KED8m7uisb/v6HCik+j76KxwN4FWQ6BHzlMNjvtqV9p2hstfg5295orTa3OQ/letEjzV7QQ2qra79pAw5Hii32RjclXwFk5orO+fbujGHQ0sBMqjLpRsQwCMzsO2Nfd10jqa0PZViOq+bzNrBuKhYYh64QRwGbu/qaZLYYW+85DtjYXoBhwzybMQAgEAhUiyNdAIBAIVAxTldQVUdA3CxWdWgepPvujycye7v5ObmKR/d4eBYIrpeZmosnxUOSzOgq4xt2HUgESYfgKdf6zk1D6a95/9iR3vz63zw4o1f9eNDl/FwWuq6HUr0XdfZUKjt1gwrNMm20QMbgUCsonIKXrJOC7Iinz7dx9upndnY53eCHJYHVWCseVIJQz8vUd9LlMR2qy5xCR/UGx/SqBVVfg6nlkeTCPf2tj2smd3z8RIfYkImZmILXTHuje3ccrtLgIBOqDmT2OvInHIyXVmun3cugZu4z5kPZpZqujdNU2SKX/vpfw5y7TRltEVJyBvgPaI+JqNWAIcDQ6tw9r1/Oy/VkauBSlj3dH43l3dH47uvsXzdGPQMuH1RXEu4E6pek8BSyLKU0rVYU3sF8HoEJ42xa2nxaNg4xtoTCzLVHs0QfFbNOBh9FYOByNRyPQmHsuMNndf13lQtc8910uttkQuA84AIkHfgec4O6Lp+3+ABzj7qvGgnIgMP8R5GsgEAgEGoyURvVH5Fv1GXAh8G6xAM/MPkRk65ko/XZ5lD61DiL+VgcGpNX7kkFijsz9BfJnXR75z94G9HP5zy6BiN473P2Bgv33QQqTJRBpuTAiD4Yh4u7JUsevBeFZ4pwWRaTF35Aq05FydzgquDUEGOTut+f2ya7DMGSlcD5zF/ZxM1sfKVr3dxU7K3VepyBiqE+6nougyecs9JmNBbbxEpXMi7TXFaXtvUP5AleY2e9QylzXIgRzo9tJE+kxwLnufkbu9UVR+vcDSDl9+vxWIAZ+2KhkQl0sI6A5YGZ/RuNLe7RY1AGNFRMQUfk1Kpb4TYn9s/Fmc1Sc73lUAG8rRCqshMafG4HX3f20pj2jufrWHdgOqY5nIkuHpwvHk8CPGy1RaWpm7dFCxi+R/cftyI90Qty/zYNEcLemSHZPihPWB54qdY+Y2Roobrof2Z+0QZk6oDhxOCrg1hE42N3vrdX3gJmtDdyAxt8r0OLai+5+WMr4ORWpYjecX989gUCgDuH5GggEAoEGw90HI0Vh0ZT4DGbWBaWG7+3yNgV5pT6Y26YryUOwwtX5BvnPuop6vY1SxVZFk6+BwMuZCqzM8TNipcHesQXXJevXdigt/nLgekQGr4HUmaujidnbwO3ZBDJNIg1NIncDrvACKwVEnvZD5GPJ88qIkpQK1wkF8j9BqW19gG6VEq8JtSpw1eB2cue7KppY3ZH2I12/ScCTZnYlsIe7/6OK8wsE5oHXeRMvjJ67ndCE+yNUWO99r9APupZIBMJfUPGWa1CRrJ5oDO2FFos2R/YvJZtJv7dHKbbHufs3KQNhhLtPNBWCGZ3ablKiOT3LP0NencujdOEPkersxTQOBNkQmIPc4trDSGmafX/MuUfmg9J0deRdDvCn1K/3kW/9EBTXfOLurzRTf350SPfAXItmOYuJnZG91uIkT/wi+w8CBpnZecCN7j4ojblroVixPyJjr0H3HjW8vwYi5evJKBZ/GGVWgLLU1kfZPoFAoAUgyNdAIBAINBgFZFahF2k3REA8jyb7z6AANl+IIIN7XWXwsshNoL4CpphZb6Ra7YLIjmuRJ+gA4O4SzQwDPveCNPf60rJqSXgmtErb/xSlzx+TIxqfyPWrEyJFIVdkI6lbz0NWCjeZPHDzVgqXA5/Vp8BNSuEtEJnRCrjT3a/Ovd+13P6F8BoVuKpRO4sjUqm/Jz/YjJxF5zqaVC09yJpAQ5FLA+2OVOh7o8It45G6fhJSiF7RjH1ql8jetdE9fpoXeCKbKmMvAXQvMpYVw/KITM6evw2oKxjjyDrlqRp0vyhypMgRSNU1BKnj26EFozuBF8xsH3cfHqm2gTyS0nQVtLB4iZnNpTQtJGObuC/m7m+Z7JxWQPfvJoiw2xUVAAN9v//cWoA/9I8IWYywFootSqqQc4u9x2WvpcXd59NPkyHFpLcBJyI7mMdy2Qtbp98PZZs3ZV8CgUD9CPI1EAgEAg1GsYlAjsDaGzgUKTtmA1+iCcVjaYLT2EDwXjTpH42I2PeBf5jZXtT5z96fdTX17SRE0HYCxpnZ0e7+elLmTqxkkl4rwjO1lRHWQ5DCtFXqZ6u5N/PvUPraPGSuuz9sZvuiFMqrKWKlkNqci4TIpWD2RSren6JJxkbIY/VBM9sCKSf+Xd+55GElClyZ2TwFrlxFeopaItSonTfR9T3FzD5FPrZTU/vrAXuhhQGICsCBhiNbSPk7sA167p5BCviVkL/wZWY2y92vao4O5VS2M5Byvh3MIaBmAbPSWP1V+inXVkZIfYTUeZ0Rubw6sngB+TL3Bl7LdqvBaczTlfT7aOTbfWK2cGdmC6EFpOuBk8zscC/i6Rn4UaPFKE2z76mkmP8o/dyWvZ/ikv4oOwfi+2l+YD3gzXoW5bP4sjPKJMiUtJOQxcs0YEatF3ZzZPw6aPy+pyBLaAiytHgj9TOI+0BgPiM8XwOBQCBQU2Tkq5ldj/w3dzGzi4A/p01eQmlSQ9FEZxQw3htZkdrK+M8msuFCpAy4G5ER+wHrJ/L1SqRQuKVSlZQ1wjs27X8qIqQ/R35gx6f93iu2fQX9WZ0yVgpFts8+pzsR8XuUq/r668gv8Tgz2xY4DinmXqhPRZZT/zWqwFWt2sm1ty0qqNYZFesahZTSWwNvAYe6+7uhLAo0FLl7dgxKAb2qcLJt8ppcEtjZ3cc0cX9ORKrvZ5DlwSlI3feXwn4jMcbsSsgBM1sGFUh8CrgYWRns6O6PmdkdiHzdwYtU+64VUkrvl8B27v5CkfdPAg4G+lao5g38CJB7Rtswr9J0JXJKU3dvUqVpri/dKnlWQsHdvMgtTo8GjnX3G+rZrg+ydvk9Woj7HgkAhiCLrc+AZ9x9YA37uDTye+2A4s89kfXSd7U6RiAQqC2CfA0EAoFATZEj9QYC/+fup5nZr5EiqTeq/J2l0I9HJOxkRIANKtZmA/rQ1t1n5CY4GyEv1r+5+zVmtjwi73qjVPZzgJ7uXjT9vcxxqiI8c/stgQrcgBQSnyMCdBLyBXsHKWm/RgUcJnr9hXw6oe/1iqwUctdmLFIC3ZybbBzn7v8xs7WQwni3lB5Z7wTQalTgqobtZJOjjRH5vgF1aeAvAhe5+5By5xQIVAIzWwSRgnsmRXprpFYz9JzvgNSayxY+p03Ql3uQArcjyVYDeRY+g4jT15AH7bgGtP1zNGZ2RmTya8DSqJjXbu7epKm2JhuUC4Fn3f267Dp7nefu79dtG1gAACAASURBVNC40T1Iq0ClyCtN3f15awYbGjObgcaGj9D3/uvoeRoUqu35i2QH8T2wnru/UWKbNu4+08wuRpldNwDPokX51ZB3fx8UI57h7ifVd1+ZfLS/rCDm64vsqZZLL2UFFAcjteuHyP96YNo+xsJAYD4jbAcCgUAgUFPkgso+aDKBu98K3JptY2ZLIgXjADTZ2YLkqdXQANGK+89mqcDbIIL3vvT6jsAXiPydjRSVC6d2qplwDaNh3rGjE7m4MlLdrI986NZA6bQgn9IvEAn7KnBSifNukJVCIl4XRuc+ORGUCwHdUNAOIlOWRp54Zf1rc+fcqAJXjW0nTZj6AkPdfUpGzLr7i4hsxcwWBzq5++elzicQaAA6IRJlD+DhIsrXXsBMd5/cDBPhIxABsDQqgNUH+bWujJS5i6Q+fQOMBTZ399GVNOzuD5jZBFR8a8308kPA/e4+sKnOLadE7IYWu44xsw88lyKeFoy2BR5LL7U3s2lBOvy4UYnS1JV982Ru+6YmXtuj7Jml0XO5AfKSXyi9Pwr41N03acp+/JiRlP9zFVjLjV+rozisXJyQLfxuB1zo7ufm2mmFrF46AUshi6z8PsX60wH5gh+C4suifU79aws8hwrLPgg8isb4XyLLLwA3s0eBw9z9kzLnEQgEmgFBvgYCgUCg5jCzZdEEYnCx9919FAoUHy3yXoMmySXUj5lH2kaIgOiElKTrAYOTOrYjKpA1tGCfkmgo4Vmkvx+mn5tybS+S+pMnpqel9zJVsaGgvpiVQoazgefNrJyVQltEkP8auAelYk5HacUAmwGj3H1SFYRKrQpcNbSd9ZEf73tJxfsZSv37NP0MdxWkyIpSBAI1gbt/bUq9P9vMZiOV60j0TK2HCNEH0+bZwlBT9WU4MBzmkACGrDYWQ2rVnsifcEW08FOVDYK7P4cm/qRjZNkGbepTbNUAxwB/QOPi42b2PhrHpiJC+Al3PzT1s2ShnMCPB7nvrq/NrF6laXOQ9e4+DTjXzNqioqTdgB7oO+wg9P38Psy18BBoINKia1cUA0yDOZ9z4Ticjc2bAeOQmrQocp/JByheKXzv+/QzNvd6uXurLxrD5ogR0NjtafFgFZRF9i/kh98RkbSnosyrjLw9L/V9IHA6cLKZHRRq6kBg/iLI10AgEAhUjYwEKwwicwTdEemlr8xsfeAwRLS+jQoeNVdF+ax/hoi6nYBLUTrYXem9Ach+4PqCfeaBlfaOzVAJ4Zlvz1Cgb+m4s939W+SL+1Kx88kpePoDuwCHe52Vwq+Bz5P6cyrylry51PHdfXwii641FRFrhdS23cxsO+B3iECCesii3Pk2qsBVDdqZigiuRdHnujYiqmcj9fMYMxuR2h4GvOTuH5c6r0CgSlyGyM2jkAffV2iC3AMp709L2zUpkWJm7d19mpltjZ6VQ5Libyy697Pt2gCtKyWbTFYrm6M5xKfIumBYlm3QlMRrjug4E3gY+XSujAiL7ZANQhvgYDPbHnktfoIUaV80Vb8CPwy0VKVpenayZ/Nj4Fkzexs4FhFpEJXqG4wccf1HFBOcAXxmsivZHy1APYmKwea9r1sBD3pdJlWp9tsgpf0OZnZdtQSnmXVH9lWjUYw6BMWWWTyU/+x/juLPf6VtT0PZUiPSOU4BhprZjWiR6lj0XXMUGi/fraZvgUCgtgjyNRAIBAL1Iik6Z3pKry8zUW+N/MsWRalak9HEeFcUNHZK7X2JJsavAe8BT5VKBawReqCA9iwzWwcRcreY2QaoENN7yAcxb5swBzlSudGEZx4lVBd5pVqmeJhldd6l/dP12wh5wt6TdmuQlYK7X2/yoD0ZkUQgP9XlgDuBf6bXKiKLkkr27+i6Pg68nia1+QJXV9bXZkPbcXmz7ZPOuwtKw1sJqftWAJYB1kLqol7IzuHsUBYFagFXgadjzOwKYCvqPK4fAR5x2WY0ubIuU3YhUnJlmDOutEaT+VmpD1uj5+fx+to0sz8Df0N2JJORysqTBcGnaDw6OinLmwwuu5DPU58s9aczUvOuhBbXVkbP907ALWhsDPyI0ZKVpjmFY6u0gPEuek7XINk3BRqG3Oe4HyKzR6b/T0Pq0UlIMLAjc2djXUuZTKjcPbJpaqsb8ISZ/Qct+oxC6tPJwJQy99MawPnIGmYCypQ418yGoOyFEemnDSoQNzCN5d8CG7h7FgfN8aBF4/G6KKZ7CTg39SMQCMxHBPkaCAQCgZLIkXYXoUn2x9QFg18jpcZEd59esOsU4NFEFt6HUp+6A8si5UFfpDb4PZownwicWU8aetVIpGVrFNT+HvmI7p36fiYiIh5Dfljl0m4z1WdNCM8K+l1u0ncBmkAsmo6bEaYNtlJw97PN7E4U2K+NiIwjgeezz7YKZVwrd3/czPahrsDVimiCcz25AlflzrOh7djc/rATkNr67dz7hgjY3ulcn6nkvAKBapCsMj6dH8c2sxXQWPc2GrPeyo3Rhc/KMcgL+fFyY5ap0N1fEIl8DRp/MuuCXuiZ2pyC1NumRhqXstTeUWhRhjTud0SEyPDm7FOgZWN+K01z2StbovhhZFJLOnXP52KIlJuU7daUfVrQYSrStyRa6J9mZoshwvU84A4UVx1oZk9m6v1soawUcnHHdERwLoIW265EseBoRMKORhlEDxZpBnd/2sx2QQvF9yNLpF3QQjPAd2gMWwiNaQen2Ppq4Bwzexm4293HuYp/dQNOAMa7+1dmtoYO4/Pl+ygQCNQhyNdAIBAIlERuIt4DFa1yNAmYggjYj4BPzGww8KS7f5a2P5q675j2nqqtZjAVeuqS2u2JfNeghqm4ObXqlihoHY5I0weRKmo2Urx+WoQ8LkQ26akZ4VktcoH+Jkhl8Q0qyvALGmGlkGt/KOr7TfVtm4fVqMBVrdopRuiaWT+kjvvS3b9EE94vgOfL7RcI/ECxFVJ0T0MK9jZmdhZ6voehe3848lVeHbg87TfPOGFm7dL4uDZarDqtcBKfiM4lgO5J+Tvfkb67JhNqr0ARzE+laSJeWyG1eSvkG/8ZikfeQ/HVQSiL6OW0T3w/NQC5OHBlNBZMTG/tB3zv7qem7e4CjknkZVUFA1OMsnP6TBdGMe3qKMOmH7AD8Eo6TtEFLncfBAxK9k83uvugtOC1FlKw9kcx8zXIcgUU362JrLD+amafo7h2WTQeH5m225bk4x8ZPoHA/EWQr4FAIBAoi+RndR6aqF+P1FwrIFJzK5TWCTDSzM5290vTZGZm2ve/ZrYFMD0LaJN9wWRghJm943V+gVUrO9Ikqti+mQXCgUi1+nkKeudSQmZtlDt2Llh9nhoSntUi2RzMBD529y/M7AkaaKVQQ9SqwFXNC2WZ2Zqo2EQ/dA+0Swqn29z9tmonWYHADwSPoxh/beAApEo9KL02FT1Do5HSahZpcaPYpDy3MDUDjZvtYI5/5ixkXzALedt+1WRnFAg0EC1UadoGZc4sgVTqK6DndSdE4A0HflNPRk6gHuS+36egrKU9zewZ4FfArQBp4Xwl6gprNagYYho/J6WfD1FdgGxxKotTS2UWZO8fl2tvEoo5ny+2j7uPNbMDkFXCNoh0nY3ivvvc/WFTga52wMXZbtWeVyAQqB0s5hyBQCAQKIacx+iOiHw92N2fLtjmUGB3lLp6NAoAN3H3wen9pZGq9Rx3v6jIMdYGjnX3vavo11z+s2W2a5NUDE8A6wB93H1iAWnQELL3DlRt9g5UkOpYlHL2H0R4/qnWE6bcZ7EbCqL7ojTb9uja740mbItTZ6XwB3dvcjLEzNZF6XuLIpKnCwUFrpBKumyBqxq2k12rdVCqX5f0exqa6G6KJlqnuvvptbgGgUBLRBrr7kMqrxlocWhNpNhfBaVdX+Tuz5XY/0Q0pjwDvAqcAkxw978UbGeITJpdilwIBOYnkipxOklpihb3CpWmiwPrNjXhWbjoZ2Yd0LPZAX3XTUB2TmULPQUqR/r8T0Fx6kJIPXq0u3+UMmMuQTHFX6uxjErE6r+QWvo9tDD+bSP62RnZuDhaaJ+E7olpwIysX8UWjlNG2SJZ3Jedh5l1QvHu9w3tVyAQqA2CfA0EAoFAUeQCtzORl9//c/dvs1X8RGx2Ba5GK+3/Q36Ad7j7yTm1yVGIVNvK3T/Jtf9b4FTgC3ffrL6AN9efG1BgWtZ/Nke+3gn8FNjF3Z8p0m5FaVjpvKGGhGdqc3Z9JHDu3P8F/AQ4DimPr0M2CGtSvZVCzWGlC1wtgSaWvYCTXB6zJa97Y9rJfe7/RIXefuMqwpW93x55GO8KbOfub9b0IgQC8xmJDG3nqehWUsNnhbUGAq+5+xirK85Sqp170IJaRzTGgZSzz6Ax/zXgfXcf11TnEgjUAsnWZivmVpqugNSCmdL0wFILEU3Qn9ZoEfcI9D03HsU0DwL3u/v4SBGvLVIm1lbp37dSJg1mdgTyWD3R3V+s5rqnbKQ30WJ4B+q8pz9C/tNDgEGe/OlLtJEtGPdBvtq/R4sE36NF5yGoQO1nwDOebLzSAvPyKAb+oD5BQiAQmP8I8jUQCAQCRZELCE8HdgN2Tb5U+W0WRaTjg+5+upm9hIo0HZ/bvxPwBCJZ90hq2H8CO6OU/ZPdfXSlKeBm9hhl/GeBOf6zSe3wPtAVEQ/3Ay+kbYe6+9gKjpeRyANoZsIzd+yMfH0Wpf7ORAWo/p+7f1du31r2p8Rx5hS4KtUPCgpcuft7RUjTWrWTXau7URr0keheaYXUH7NNBSgeA85y94tjkhtYkJAbN5ZCqqxfoaItE1BRmEkoG+HSetpZDpFVSyMfwz5osr8y8pJdJG36DVr82tzdR9f+jAKBhqMlKU1zcdFRaPF5CPAk0BZl6GyKbED2cffhYY3T9DCzn6HMgGezBasq9u2IPFmXRGNjb7Q4vCGKOwEec/ftSsUZuQXji9Gi8A3As2jsXQ3ZYfRBiwZnoPvmSOAwlCmUjcPjUPz7OiKEb4l7JxBoWQjyNRAIBAJlkVbXH0Ir7ycj8m82Cvj+iNLufwk8hyYS56MU/O+ywC+llN+OUmC3AjoDf3f3G9L7lRKvmXLhLIr7zy6aNh0JnI08va5EQXCf1OeZKNCegEiDD9z90HLHTIHxedSQ8EzKl7uAQ11FoMptm03YvkGq2yWRIvRwd5/UWCuFWsPmLXDV7O2Y2YFo0WCnwgmVmfUA3kAWEfcH+RpYkJBbgLgCKbpOQmrV7khltwcqAnOwu19ZYZut0GJXF+SPuSQiZHsBK6LxaPOWMP4EAoVoKUrT3MLISLQYfKK7j0/vLZT6eD2KXQ53edMGGoG0CHUT8kb9EMWpI0vFcTU4XmaddAaKdc9y90fLkK9ZfPcxcLW7n5t/D9kvdQKWQl7dvYAHkBfsven9nmgcXgGNxTPcfdkg7wOBloUgXwOBQCBQL8zsN8AFiLz8FJGb3VAho2uAQ5G66rz03mjmrqz9JnAmKlR1LVK7VpOeXwv/2Z5ImbAKmnz1RkqCoe7+8zKBcTZZOp4aEp5JSfsq0NcLqoen95cBerj76+n/tshe4aeIkLweOMgbYaVQa1iRAleIrK+qwFUt2jH5Ve6LJri3oXvx20SkX4YmMHs21QQsEJhfyI1ZY9CC2VVeYOliZvciAnVnL+FxaWbt3X2amW0N7AUcUkzdnxbFWlerGgsEmhotUWmayLkvke3NC0XePwk4GMUGU5qyLz8GmNkKyCZl2dzLE5BK9A1EyL7oden81Syit0GWLE5d8cHsvV1RzHuCu4+ooK37gMfd/bIS72eLakcDvwG2cPcJufc7osWxpdB4/EaQr4FAy0Kb+d2BQCAQCLRspODtJjN7EClcN0HKp2+B89395pQS7sDlwEZADzSx6UBd0YCx6WcasJOZfYkq2A+spBvp98YoteqN1Lc5/rPALcAWwADgxHT8f5i83i5198cRMTxnspP275z+LRqg5gLX51Hhmp+glPdCNWW9hKepIEJXd/8CEcDv54nXdB0ttfNbpCruktQPrdJrHyIyuzNwq5nNY6XQnMSrVVbg6kYz6+NlClzVqp3U1srAP9K/x6CFgYHADDPriz7rs4DOZkYQsIEFCYl4XQSNv5+nCXtWcdvQmHwNer5KKutyY9x2yGogU2LlyQanzk/28aY5o0Cgwci+v49G93sppelJZtZcStPWwP+hGOCFgjgGZKPUzt2nBHnWcOSuXTuUmdUDeBkR38ujeDbLenIzexQ4zHO1CepD+szm8s22Oi/tl4BLERk6otxnmUjcx4AdzOy6EvdhFtcZiveyzLJW7j477TMV2S1l/Yt7JxBoQQjyNRAIBAJlkQVvaYX9OjO7oVBFlSb79wHTPfmmmYomrYrUi2ukv8cjdeo+KJAcBGxWSTfS79lIcdsLFTHI92MWSvXqilSOY4H+KKB9J/WpDdDK3aebCn6thjwRywapiXC4lsYTnv2Bq81sRXQtppjZCahwzSCXX6KnydjaqIgZqc/TgP+a2WLoumVWCruh1OIZwIRkTVDWSqHGaIU+l13T3zt78QJXR5jZI166wFVN2kkTnI9M3sIrIjJ+E2At5FOZxT6nAIcAw83suVJqk0DgB4pOaHzaA3i4iPK1FzDT3ScXIwWSWmxVpDjfCBWoyVSvhV7NxyD14ONWRaXwQKCpkWKTRUnf3Rnxmt6bAtyVFusORpYETYbcAm03YDpwjJl94O6v5LZZC9gWxS0A7c1sWpBoDUIrFBcegRaifuvuI9OY1QG4AmVSjUOLs6cDJ5vZQZWQ8GbWGVkZvIBiuLfc/ZOUXdMO+APKFvsAiseYuXtiU+A0dG88YWb/QTUMRqX+TUb1DRxZKGyMsqDu8rk97/ML+IFAoIUhyNdAIBAIlIWpmmtvVBF4IjDKzCahQHBKRra6+3cmtHb3WYmsfTn95NtbBqXvb4gmINQ3Yc8FknejSrDnm1kx/9mVUbVYkNqgO1I8fJPaySsUPgOOA25ENgnl0IXaEJ6fIC/aZYATkILheJL61sy+RalwsxBxeGR2CdL75qosvnv6v5SVwnLp/eawH8gmFKugwmrvJPI4K3A1zcwuBX6OJgxvluhXTdrJLRZ8jWwaXkCWGQCYWW9UIGNjtDCwK/ocLgviKLCgwN2/NrM7gLPNbDZS/Y1EY+56iJB4MG2ekRR5bIW8YqeRFi3M7CzmtpMZDiwOrI6yHqBEBkEgMB/R0pSmxyBibhpasHgfLRBPBbYHnshiCXf/von7siAj+xx3QpYTX8KceHIKMNTMbkSfx7EoljwK3SfvVtB+dxS77QYcDrQ2s1nofvoe+a9eUu6+ysUv05FSdhFUzPVKFF+ORnHjaDSGP4gyv3oCa5qKhz6L7DRGp0X6GIMDgRaKIF8DgUAgMA9yKeDbI+JqpfTWTKQoHYpW80eZ2TXuPhTmqExmpzb6oUn+U+4+NJcaNQIFp09kx6uU8HL3t03eqxeggLOY/+xzKM28E5rMtE79slw7joLd3ohEqO+4NSE83X0kUtBmyrL/peMvjfzIVkhtd0SK3IfTfrOszu8rUw432Eqhlsh9do+hSUjm/Zj/TMemvnze1O1U0N9hiDy6O3stXbOK78NA4AeCy5Cv61HAnigdtSNKv70PKa0gp2TN4XE0T1gbOAAtGB2UXpuKFrRGo/FqFlK+UmrsCwSaGy1NaZp7Ns5E3+0roQXjvsjaozN6vg5OsdcgRLxd6LIqClSBFMO2QhZZG7r7Vdl7OWuAT9FibEdEfp6LVKaVYChSny6OxtSlUTzYA8XKFwA3pL6UvZ/c/UVg59TfhRG5ujrK2OmHCiS+YvJ1vQsVl10d2Sb8DY3BX5vZEOBddz9y3qMEAoH5jSi4FQgEAoGSMLMPEeF1JiK8lkfB4Dpo4rA6MMDd38xW9nPE7U0oIPyrp0r1uW22BL4D3s6UsxX2J9u/C3P7z84G7vE6/9lfownNBiju3b5IW39FBWR6llIllCE859kO6Ozu48q01RYF5V+kc2jnBcVrUmC9KDDbC4rg5PryKAr6T3L3b0pZKbgsDJoNVqMCV7Vox+Stezgi/79GPrnvkRQk7j7V6nx0ZwdhFFiQkRZ6tkKKqk7AI8Aj7j6pgn3bI6J2P6TE6p3aWQ8tQI0FLnL355qk84FAA5GLRf4NHIiUpjOBkkrT+dBHQwU0OyPCbSX0Hb4y+q5bD1jX3d+aH/1bEGAqUHUuyo66Oy2mY2bdkJXRVu6+tJltC9zn7p0acSxD5Ol3tYwr8mptk1dxJ6SS7YqyvHqhe2dtlCm0dTNlPgUCgSoQ5GsgEAgEiiIRnF8Cm5QK/M2sKzChBNk4DpGbtxV57xCU9n2I5zzYGtDHomniZtYJKV32QUrTO9LvEWjytTVKQ7vF3Y8p007NCE8z+ylwlLtvZ2bLIiXtEKRcHQmMKRco54jnb1BRiFuLbLMp8G9gD3d/v1RbtYbJM+/D3EsjSQWuEAmeFbh6CphYijitRTuJwH4AEfMfomIbPZB1xGzkofY5sGUh+R0IBIREIrRL6nPMbAPqCmsNBF5z9zE5BVkg0CJh8jdei7mVpr2pU5ouhBb5WozSNJFtHZFqd3gzWCEssEgk6wUoo2Y0+v6fjbKNlgCOdPdrzewcFBcMqJS4TLHcpogMnQC85+6D03uVttEaZTq9gxaJP3b3b3Pvr4IWoEeWaaMVul8WRfzOl/UdNxAIND/CdiAQCAQCpbAo8AxKqZpj5J9730sRpykgbQcMLqEEHYmC3KqIV6vCfzZtfwNSk5wC7IzSbhdJ53Qd8I/UdKkAOXu9P3CDuzfGO7YtqfACUqGdh67Dt4gQHG5mXyCS90tgYD7YTsRrJ0REtk7n12ArhVohfb6NLnDV2HZy91l/lEb4e+BpNCHpigjYXkit3S0R51FJOhAoAZfP8lKIGPgVylaYgMbQSWZ2jrtfOj/7GAjUB3f/nGRVU4HSdCfgFprxO7QY0mLwZCpPgQ+UgLuPNbMDUHGsbRDpOhst4t7n7g8ngrMdcHG2W33tmtnGwCVIbToF3VezzexV4Bh3f63CLi6Hsn32QIXAvjezUahg4lvAXsim4iQzOxDdtx+ge3QEMCotkn2XfgKBQAtFKF8DgUAgMBdyCstlkDp0lrsfVOW+P0Gpqie5+40F27RF3oHHunuv+tQBVoX/LDDHf7agjeVR0N0PBdj/BzyXqbrqOadOSA1znLvfVEh4mtn6KIjvUSqNt5DkM7NFgPWpSxNbBXkqdk7n1SVdn4vz1yepkW+nEVYKzQ2bt8DVFsgiYo9SiuOGtIOuyWwz+z3wO2DHvHoktWFoctO2kpTrQODHipzq/wpUXPAktBjXHY1beyAfwoPd/cr51tFAoAYIpemCiWJxULIlWsTdv0r/Z2NdJxTv1lvkzMyWBB5CC+FnohixPVLBHoGI0Z0qsX9K2TrrIn/uTGDQCxWl7Zo2e83dNzCzl5Ht10S0cD8aEbDDUSw8BnjY3YO0DwRaIIJ8DQQCgcBcyNJIzewi4M/p5ZcQmToUqTVHAePdfUKJNjqhgka9kTfrMGB6CnD7ArcCH7n7PpWmrVoD/GcbdAHmPW6zEJ6JGFweqXA2Be5191cKyelELjbYSqEloFZ9K9aOqdDb2cA/3f2lxh4jEPgxIreQNgY4GbiqyLN2LyIMdvYCj+pAIBBoCTCzdVBsNQL4oDHEZE4MsCtwKbC9u79TsM12qNDWae5+eQOPsyhakD8DLcqf5e6PptezeHdNVOy1D6p90AotLvfOsrQCgUDLQpCvgUAgECgKM/s18DPqCqxkRQjGIxJ2MnCouw8qsf82KH1vMiIKh6CgcT+kCjjE3V+txBfLGuk/21jUgvA0s+ORV+Jg4Gt3n9rAvrQC/orS72cwr5XC0e4+sTmVr1ajAleNbSdHGB2EqhDfmvYfA0xqqWR0INASkRT6X6ICdw8ndWBmPzMTKV9vBpYNpVUgEGhJMHnzH4FiikVRnAQwDsVhrwNvovitolgpp5I9DcV/27n75DQ2zk7xRwfgHuAbd9+3vsXm1M/WyOpgVn7bRPL+Ejge+KpMfLkkImJXdfcrKjmXQCDQ/AjyNRAIBAIVIQV3ayMvzv4o7XuAu39SIrWrFbAdcGjavisize4DznT3N6s49nKokNSF7v5YUokW+s822RdaYwnP1P9PgVnI+3Us8vIahHy93k/vj/cKi0A1xkqhlrAaFbiqYTu/QPdKdzSZ+Qhd20/Sz2jggea+ToHADw3J7/W/wCB3/12R9/+E1F3dW4rNSSAQ+HEjtwi7LoopngfuRTFFT+QpvwKye5rh7stWOn7l2j4cEaL7uPtTBdt0RZYEj7v7KQ3J9MlloPVAseJOqd9/Bw5w92fr62M1xwsEAs2DIF8DgUAgAICZLYS8MCc2QduLoLSoqcD3lfpt5gLdqv1nmwINJTyTEmJVdA2WArZFBRYAvkepYtMQUTgytXl2U5xDrZD7bDYBHgQOpnyBq1+VIOlr0k5qqwcitN9DBOyyyEttTZR22C5t2jomJ4FA/TCzY5GNx3+QynUkKuy3HipY+IK779eSbU4CgcCPBzl16tHAb4At8hZZaaG3C4rFWrv7G9USlikbayBaSD8deNXdvzDVNLgQ+WTv6e4vlMvuMrPOqBDYC8BrwFvu/kl6rx0q5noCsASwEVrsXwhZYV2DCrPOTgIBI6lvKz2PQCDQvGhT/yaBQCAQ+JFgb6TsXMZUROowFBS+jXyyql257w1sj6qvvubugxvQp9YovfVYZFeAma1OFf6ztYSrmNfVDdjve3QdMbNNkWL2aqTKmIwmAXsAv0CKjA/SthX54c4nGFKW9kWTkIe8rsDVMODtpFDugNS+lJgUNLqd3ORmfVR1+AB3HzLPgcx6AX0T2RvqkECgflyGfF2PAvZEqv+OaFHkPuC0tF1Z65hAIBBoJmRjkaEFbYe6OCFZPk1FYxlQEChJ9AAAIABJREFUMjYpCXefkOyozkb+rqNSnLIwKtp2BPBq2rbc2NgdebruhuwRWpvZLGRt9T2KBy9x9ylm9iTKIjsIxcNbAOeY2c31WXcFAoGWgVC+BgKBQAAAMxsA9HL3u81sH7SqPoM6r9cvkarwNaQsfMrdxxZppz2yGvgrCnCXRpVYV0GB5lbA/dWQpY31n20JMLN27j7dzO5GhPThhdfAzM5BRRaOc/cR86Of1cJqVOCqFu2Y2Q5oYnKIu49Iau5ZSDE9M7ddEK+BQBUwsxXQ2J2Nv48Aj1SaxRAIBALNiWSV9W/gVne/q+A9QzxIo0hLM1sNZUOtjRaIhwHPuPtjFe7fGsXIi6MFraVRnNsDCQ/eBG7IZ1elfbZCZO0OaGH/XHe/vTHnEggEmh5BvgYCgUBgHqTCR30QWbosCgb7Is+ppZFv1onufmYuxSv7fRhwJFJ1XoEItVbuvlMieE8ELq80OC3Rv6r8Z1sCrK5K7jDgEuB86oosZIUa1v//7d15vJ11de/xzzqBMJkooBRBZsQEBWW4WgeoLdQJqq3DpcUCRUC0KEjrUL2V1gG1isLFVoqKyCSickWtWIoyC9WAIDJZ5iGMISQMgUCSdf9Yv51sDjknJ+ScZJ+zP+/XK6+cvfezn/3sgPLLetbvu4CvAQdm5pW9+l06uiIDVmjA1Yqep+v9m1J/fr/IzKOXctxqVJOL26MlSZqgIuJOaq16KxWZciE1+PX+Fcl8b5ED2wH3Zeb/dD0fsPxdtEs5f6eD9rHBxeHBEQYR8SZqTb0V8Avgb1zfSL3L4qskCXh6N2BErD+4q7UVZJ9H3ZHfGJiRmTO7Cl+d4ut/U3fr/z4zn4iIC4ErM/NDEfFi4DTg6Mw8fagsrLHMn12V2qL6F9S23d0yc96g13cGLgW2HEedr6My4GpFztP17+BVwDZUJuUlwEXAVVRsxrj485QkScuvay2wFvBZakv/S6l1wbrUTph7qSLsbzPz8OU4d2eNexjV7XpkZv53y3ld1F7bpH3Otctx83kTYBdqR8Ec4HedmK5h1sjT23dbnYr3+geAzBzo9Zv2Uj8z81WSBCy5W9+6A/8jIl4PPNl5PjMfpbb33xURV2XmU93v61povpAqvnZsC5zYfp5PddHe3vnYIS5nVPNne0X7S8FR1ATxUyLiVOC3VL7XtlTX5i3jpVDYBlx9k+pSPYynD7j6U7oGXI3lebr+ovFDYFOqa/tlwKupv5wsjIgHqeEYu3dlykqSpAmgaz36eER8kipoTqEKohtSwzu3oXZObQ9DFziH8U7gN8C17bOe6nS9Uh2x7wCOAq5f1oki4rXUTqhXUHn1awCLIuJXwIeBy9tx2wBvpIq0m7XvtAE1xPVeKn/75+20A1SRWVKPsfgqSRpsA6qA9b7M/L+DX4yIV1ADsN69lNcmUx2Lu2fmt9rT61ODlKCiC9ahimzDbc+6ihpY0HnPO4C3tvcSESPKn+1FmXl2ROxLZeJ+g8p/fQ71l4PbgIOgt3NJR2vA1WgPysrMT3XOS/27sg2wI7Ulb0tgfQuvkiRNLBExDXgkM2cCtJ1F86j4os4xA9TOo6nUQK5lDcRarOum/3TgeGrt1nmtsyaZRRVJj22fN+R6pcVn/d92HX9J7fBZgyqwfogqyr6VGir7YeBAamfU9e25G4DzqZvKqwNzB12npB5j8VWStFhbKN4dEV8G/j4ifpqZN3W9vh/wz8Cd7fGk7oVe1kCpk4GTI+JSYCa1+L03IqZSC8pLM/ORZRTRZgAz2sOzqOLt0vJn96flzwKfH3w9vSozT42IK6nOzOnUNvmrgcsy87Z2TE8WXuFpf1l5kuoAeRwWx0UsHnCVmbcDtw/1z3q0ztMRERtQ+b97UN0f38vMb3S9vu4KfG1JktSbjqZ2SB0TEe+l1obXUevVu6iM1vlU0fSxIc8yjIhYhyqwbtxZvwxal6xODc+6CZa+juu66fy6do1vzsyrug65LCKuBk6iGg++BhwJfJJaFz3Yy+tDSUOz+CpJWqxrQXc88C7gc8D/joiNqPystwHfB45oxy2tY+BMYIf23qeoLeNHArtSRba/XNZ1DFrMrpGZVw96/Rn5s8NcT6+6Dbi9xTks1ssdrx1d13gNFQXwLirHd3CG7bADrkbjPLFkkNmLqU6RN1DdIa+hivU/aREar6IyZSVJ0sRyAUvWgvtT69C5wCNUZvxdEXEHNYDrAeDsweuvEVhIZckfGhE/yswbuiK71qB2hN2RmY8Ns5brRBRsz5JceyJiEm34avsuVwB/SBVf7xpuHUUNte35xgOp31l8lSQRES8C5nQWom3h+EHguy2j9E+ocP+/y8yT2nuG6mZ8PCI+Q8UB7E5lb+4KfA84OTOvX1aBcUXzZ3tZRPwj8GfUtvjZEfH3mTkjaoLu3PHwHbr8mNra/7qI2I1BA64yc8FKOE/nLzJHUh0nr8/MiyJiBhVLAdWNsjvwS+CS8VDgliRJI5OZ/9L18A3AS6hhW9tTO4y2p3bGDABrUruoRlx8beuGJyLiBGBPam36TeBXwNpULMBrqXkFUGuTpa0zOk0Cs6k4pFdS0VndxdO1qAaDTjGZiFiPuqkcVCfvXVQX7CLMeJXGhfDvHpKkFhEwl+oIuI3apnUF8HngL4ATgCMy854V+IzljgRoHbczgC/mMPmzmfmM/Nle07oijgH2BX5AdQW/B3hVK74eD1wMnDZeCoMR8U8sGXC1BTUEYnXa1jhGOOBqRc7TKaS2gVqHA6e2Ttj7gY9m5rcj4uXUMK53ZuZvLL5KkjRxRMRqmblguLVmy1mdDkzPzONW4LN2pXJYX0c1JnQKokcC3xhJjmy74X41tb45EvhVZt4ZEatTa8U/B/aibiIfCHwFeAJ4CFhAde/eRHX1zsjMM57t95G0ctj5Kkl9rm3hf5jawr8D1RGwoD3XKXzNB/6sDbq6Y3AMQNe5gpq++irqvzH3tF/3dbpTl+O6Vih/tld0Ffp2ohbTh2XmNyNiC2BvKst0MpV3+rbMPHUVXu5yyVEacLUi52mF1+dQxexHW+F1bWrQW2fa8BrARgyTwyZJksatzn/X3xURn6YGeF74tAMy76OGVV3wbG7Cdt7TdtdcC0yjdtzcyZK17qKRnDsz50TE/sC/UPmu97U19HOo9cvhVFftu6lC76HUGv2t1I361wMvpyKbzgDO6NV1sKRi8VWS+lzbwv8mWHwnfjqwHRUXMJ26y/4u4K+p7VLXUDECT9M6O98PfLE9Naf9ug+4s5O1lZnHj/C6RiN/thcMUB2crwHuBf5fe35PasH+EHXtT1GL7p4tJA82WgOuRuE8q1MxBXtTf75bUfnC17XXd6X+UvSwXa+SJE0sXWumWVQTwZkR8V3gm8DVrSg6QHWpLnqW64ADIuIFwJcy80Eqymhp1zKic2fmLyJiXyoW6RXtum+jMl9/kZkLI+LtwIWZ+fWIOAP4UWb+bdQQ258BN7BkHezaRuphFl8lqc91h/Vn5hzgsvar+5gXUXf4X00VtRYXCAdNbj0COBU4hepe7BRwd6KKpdcDxw9XABvN/Nke0bmuqVShda32+JXADZn5VESsRRW8b22vBT1qtAZcjeagrMx8qP2l5IT278gAVdhePyLeBPwN9e8lLCmGS5KkCSQzfx4ROwEHU9FOrwe+GBGnjiQOYCgRsTHVgfrlFm8wUB+X2X4+FLg4M68YwbmeR6357svM62g3itt6nK5zQq2hj2k/bw98PSLWaDeTjwL2o60ZV+T7SRp7Fl8lqc+1Rd4igIjYjiXh/7d2CmSZ2Qn3/3nX+zoFrMlUDtXuVFfsR1pHwPndnxMRmwKdDsahBhFADeaaGxGD82d/C/wdS8mf7eHCa/di+GLgECpD91+BbanOXYD/RQ1/OLHztpV4ictrtAZcjeqgrMw8sXXQHsGSAvePqSzZ71Hd0tC7HdKSJGkFZeYDEfF5atv+YcC3gcMi4kuZ+d3lOVdXg8GrqM7Uc9pndK8l1ga2br+GLL527Wraj1rbHNmeX53qxl0YEZu03T7XtgLsHGo4F9S6aSAz57fHtwG74bpGGhcsvkqSYEkx9KNUV+DPoBaXXQON/hh4DLiyO781M59oP86mtj/Nb3fv16AWhAtbV+0dwB3tfEtdKI5m/myvycxzI+LnwBciYgdqi9lpEfGHwNeB3wHntWN7uTOz889uNyqT7JL2eDOWbPO/n9r6P28lnGexzPyXiPge1YX9CqpD+nCqG+XJdkwvF7YlSdIKaAXThcC5wLltB8z/Ab4SEXsAf7Mc66zOjeLtqFzXx9pnLO5SpdalawLPa68tKzrqncBvgGvbOZ7qnK99zjuAo6jmg/Opm/UAFwLvi4jzqHiFA4F5mXn3CL+LpFXI4qskqfsO/h7AId0Lua5i1bbAa6nuzYcAIuJTVIHsWuAiKnNzembOoLphF4uI1ahC7JDFr9HKn+01ETGp/bg/tW3t3VT+6+epYQn/BRyamQ+smiscudEacDVa51nKeW+l4htOefbfUpIkjUedNW1ETKduwj5G7T56LfDuzNxnOeKqOuvjWcCGwAbAg4Pe+3xqnXrOMq6rU5CdTs0zeKzrtc75ZgFvBI7NzEcj4mPUIFKoDt5dgf+g1keTqXkI3R26knqUxVdJEgARsQm1kLthiEXpTOCPM7NTeF0TOIjqmE3gESrX9AcRcRa1dfz31JCtBzNzwQiuYYXyZ5/lVx8zXX+OOwJ/DHyL2mb2E+Al1KL+d8DNnc7McWK0Blw5KEuSJD1rXRny21CFy12oXTRTqGLpetQN77NYEp81ovz3rnXHD4FPAsdFxEepm8SLMvMxqilhU6rTFoaJjoqIdagC68ZdReLu9c3qVDH3pojYEJiUmTPbtVwWEe8G9qW6bf+Tanww71UaByy+SlKf61r0vYCKDtguM68cdMzqwItYUuwcaD//OZVVug2wJbAFteDdi+pQXQDMiYhZwHWZ+YHhrmUU8md7zSTqz2Av4A+Bf2vXemX7tdh4Ki7mKA24Gq3zSJKkvvdhaiv+pVRx9D4qDut8KrZqdWAuLP+6MTPvbsNfT6YKsb8GHoiIV1E7tD7anltWIXQhVTA9NCJ+lJk3dNZ+EbEGtTPqjqxhs18EdoqIAzPzmoh4AbBz+x5XAJe0nNhxs36U+ln4v1NJEiy+G/8Dqpj6dirI/8m2sHsx8B3g95n51xGx2uBO1q7Og42pIuw0qii7ObXF6tbMfOuytkZ1necUapH6iU4MwrLyZ3tN1/V+jPrzOKx1ca5BfbdhYxh6Xfte3QOurmHJgKvDMvPxkfylYLTOI0mS+lNEbEZFXi3kmdEAo/UZO1HRV68E/oCK3voy8KNl7fDqWhO+iirgzgO+SQ0GW5sqHL8W+KfMPC4ibqayX7+VmfMj4jhgH+ABqtHhgMw8cWmfJan3WHyVJC0WEbsDpwGPAmcAN1IF1PdQHYmHZOavugqkkzPzyYjYi9o6/q+Zee5SzjsJeG5mzh5pES0iZrfPO30prx1Cy5/txCD0soh4DXAicHBmXrCU18dtVldEbMHTB1ydTteAq5V9HkmSpG7dsVajdL7FcVfP5uZwROxKdeq+jlrzBLWr60jgG1Rkwr3ALpl5eURsROXZH56ZX2uF2K2BPVwnSeODxVdJ0mItTuBNwAeAnYB1qe3eZwGfz8wrBh0/qXXGnkMtCv8xM2e14VoDrTC7HzWs68uZef8Ir2MTasvYLsBVgxe1EfHnwHGZ+cIV+b4rQ/szvZb6s1wE/Ai4hK483FV4eZIkSeNeK7CuC7yGJcXMu6gu2Gd1g7u7sNpmHbyIWsvNpuK3Hl+ewuug861P7Yp6PtXgcA+Vc78oInYEfgy8LTOvaDuEDs3MjVtDwz7AJzNzK3cGSeODma+SpMXa4vRs4OyImEINKXgceCIzH17KWzqL2Z2AkzJzVjtP99arW6gsrJOp7VlDerb5sz3eNfo8ahv9ulQu7juprNynWI48XEmSJD1TREwGDgCOpqIHHqIy9x+ghlfdD8zIzDOW57wtJmBqO++72vlmU4XSa4Ab206ti0a4E+uAlt36pXbz/ZdDHDeXKhwfFBEvbd/tO+21yVRTQ2dNbSa+NA5YfJUkLRYRmwNvpvJUf52ZNwx3fFuUrkMVEie1c0T361SRdHPqrv6wuu7c/57qFv14RMygK3+2nWs/4OJ27ABLisA9JzNnUwt2hsnD3bS93uuFZEmSpJ7Qtf1/b+AjwKHADsBbqXXi64GXU2vUM4AzuiMDRuiYdp4DqWiuO4GNgD2ooudqwI5UwXe4a92Yihr4cmYuaDujsq2lB9q1X5yZV2TmzRFxGpX5+l7gW8Cx7VTT2uedtxzfQdIqZvFVktSZsPoB4BNUp+tGwB0RMY3qQv0TapjAnKW8fXXgt9TC95SlbH3aDZjTBk2NaGtUm/L6ZWqR+x+0/NmI6M6f/Wo7vCeLlV2RDO+ihjN08nBnUrEDi4+j8r4A3DYmSZK0fN4OXJiZX4+IM6g169+2rtWfATdQgz1hOdZaEbEu8BaqAHouFWdwCJXHegjVDPAx4OphztG5sf4qYE3gHFi826xjbSrDdWvgivb6VyPiBGBDYFbXDrQ9qUzYnyzv95G06gys6guQJK06rfAHcDBVfD0V2J1a0P0uM5+gFn1/QU12fYZWkD0DeGNEnB4Ru0fEtIjYOiIOBj5IDU+C5fvvznnA/lQX7AHA8VRXw8XU4Kpftc/vyeJrlwOp7WlXAkTEam17HC0P93O0m6FmdkmSJI1YZ900Hbi8/bw9dcN+jVawPApYnyqcjmjd2LWLa3tq7Xo+1XE6D5jbIgM+D8wANl3GOTvn2o5aDz7W+Yyuz5lPFWY3bK9Natc6LzNvGRT99e/UjqoZI/0+klY9O18lSVBdq2cDH8vMJyLiebRiITCH6oRdH4bcGn8SsDHwT8DbqMXlFGqIwLeAz7TjRrxAfBb5s71mVPNwJUmStEQbTjVArVVnt6eDGvo6vz2+jdqFtTxFyqAKu5sDN1HxWi8G7u46ZhGVy7o78JVh4gw6nzuLKq5uQA0B677h/nzgZbSu2OFk5gPL8T0k9Qg7XyWpj3UtEl9I2+bUbAtc1X6eTy0+b++8bSnnWZSZn6VyTA8Dfgr8P+CNwCGZObcdtzxbvTaPiPdHxL7Axpl5e2beP04Kr0Pm4Q7qdBhxHq4kSZKeYW2qM3Xb9vhC4H0RsUNEbELtQJqXmXcPdYLBupoM7qWKr5tShdY1gf0iYi0qd3UX4H/asTH4PO1cnbXvD4G1gOMi4pURMaWtE6EiDDalog3AKAFpwgl3OEpSf2tb4P+DypPauz23CNg5M38TEbsBPwY2zMxHVsL1LDV/ltrutaz82Z7SOoi/S62937yU1z9BFac3HmkeriRJkp4uIp6TmY9GxKupXVdTgTWAycDnMvMLyzvYtK1JpwO3ZubciPg2lQF7DdWp+giwb2b+ciTnbnMATqa6dH8NPEBlwW5H7YQ6NjOfXK4vLmlcMHZAkvpcZj4ZEScDJ0fEpdRAqHnAvW1QwYeASzPzkbEsEHZt1+rOnz0O+Bdq+9gTEdHJn70H+K+xuI7RlJlz2uCHEyLidOAEqnNiAbUF7oPUUDGo3SjLM31XkiSpL3XWpG1tOCkzZwJk5mUR8W5gX2r31n8CF7XXlisftUUXXNX11KeAW4HXAz8HvpCZV4/03Jn5/Yi4hRrE+kqq6Ho/leH6o0HRVJImEIuvkiSAM4EdqOFPT1FdAkcCu1Jb4/9yJV7LiubP9ppRz8OVJEnqc52b1p8EdoqIAzPzmoh4AbAzsDoVqXVJZi4cjQaCzLyVKsB+agXOcQVwRXdGrLufpInP4qskicx8PCI+A/yOGhzwMqrw+j3g5My8fqwXhsvInz2x/bzM/Nle04rDn42I06g/2+2o4vaZwEWdgRAuuiVJkkasc9P6TcBRwI3t8aeBfagt/e+nah4njsY6q2X2T6KWbQsHvTaVihA4r/u17vVzRKwJvKhd++yIeBJ43DWgNPGZ+SpJGtIwk1vH6vN6Kn9WkiRJvSkinksNxdolMy+PiI2oWIDDM/NrEXEcsDWwx1hlqXZ2YUXEPsC/A8/PzMcHHTMVOJqKF3iAyny9h8qOvbE9vigzHxqLa5S06tn5Kkl9rt3FX4+6W78atRi8B7gvM59amdfSK/mzkiRJ6k1da8CtgAdZshNqH+oG/tciYhLwK+ANbX05VuvGaL+/HLgUeGIpxxxD5cQeSGX930nFaO1BRSesBuwIWHyVJiiLr5LUx9oU1/cDX2xPzWm/7gPujIg7qAmvx6/Ey+ql/FlJkiT1kK4i6lxqkOlBEfFS4ADgO+21yVR01f3t8VgPNn0lcMXgAm9ErAu8BXgvcC5VrD2E6tg9BNgP+Bhw9Rhem6RVbGBVX4AkaeWLiM7//78OOAI4FXgjNbTgHCpbdSfgg8BB7T3xzDONvrZV6zPAocDPgOtYkj/79sz8rV2vkiRJ/S0zb6Y6SfcHvg1cBBzbXp5GdZOeN9aX0fV5V3We7Fo3b0/VXc5vx8wD5mbmg8DngRnApuNggKykFWDnqyT1p8nUtqjdqbypj7RF4PndB0XEpsC6nYespAFXmTmHWkR/u+taFufPWniVJElSZn41Ik4ANqQiBx5uL+0JTAF+0jl0jD5/UZtZ8Hzg2q6XOuvmzYGbqN1cLwbu7jpmEdW5uzvwlZU9a0HSymPxVZL6UGZ28qhmAzcA89sd+jWoheDCzFyYmXcAd7RO0zG/I99L+bOSJEnqfZk5D7hl0NP/DpxEzQ9gRdexbY060F0c7dqJ9VKqo/X2rmvqfN69VPF1U6rQuiawX0R8BXgZsAtwWeeUK3KNknqXxVdJ6jMR8Skq/+paanvW3sD0zJzBoCEBEbEaVYgd807THs2flSRJ0jiTmQ882/dGxPOpnV93ZOb8dr7kmZmxnRzZXamGhjlLOd0F1Fr2vsz8n4i4ADgM2I0qvj4CfL8da/SANEGFOzclqX9ExJpUZ0C2X48AU4EFwFnAr4HfU0XOB1fSNQ20LVu7UYvPs4BTgG2oRel0YBPgRcD1mbmzma+SJEkaTV1r0n+k4gI+l5m3RMQk4EBga+AXwH91d9JGxOHA1pl5yAg+YwtgX+D11O6uL2Smw7akCc7iqyT1kTZoa2dqQbkNsCWwBbAZsDZ1x30Bded+FnBdZn5gjK9pzcx8IiI+D7wW+IulFX47+bNt4NaAgwkkSZI02iLiFuA44NjMnB8Rn6W6VR8GNgD2zMxzuo6fStVW5q6SC5bU8yy+SlIf67rDvzFVhJ1GFWU3pzpOb83Mt66MYmdEfIQaRPB3wGMMyp/tOs6uV0mSJI26iFiXymbdNTOviIj1gDuAo4AzgKOpdepembngWZw/gElUksHCQa9NpeYenOfgLWliMfNVkvpMREzOzCcjYi9g74j418w8lxpIcEnXcZOA57aHY1Ls7NX8WUmSJPWPrpv7LwEeBTpdrO8BnsjMf27HfR/4cGYueDYNAe34pxVtu5oc3kYNCns+8PiKfB9JvcXiqyT1n86d9PcAtwJXwuLi5kArzO4HbAt8GRYvFEdVy589iGfmz/4gIp6RP/tsugskSZKkZela684D7gX2asOx/gr4DkBErEXtEOsM1uoM3FpR0X5/OXApgxoQJI1/Fl8lqf904gN2Ak7KzFkAg4qbtwAfBU6mOlPHwpPAn7P0/Nm9gHfR8mcjYqXkz0qSJKmvXUMNf/048BngbODf2mtbU7EA54/RZ78SuMJdXtLEY/FVkvpMZmZErAM8RWVOdfKnFr9OFUY3B+4cw+tYRHW3/rpdw7LyZzftPm6srkuSJEn9qa1FPwP8sj31m06jArBb+/2nncNH62Pb79OAE0bpnJJ6iAO3JKkPRcTzgO9StdY3L+X1TwCHZObGYznganD+LNDJnx183CTguZk524FbkiRJWtkiYg+qeeHCzJw/yueeTMUNvDIzLx/Nc0ta9ex8laQ+lJlzIuIM4ISIOJ26y34Xtc1/N+CDwGnt8NHKs1qansiflSRJUn+LiA2BU4BzgOuBG4GZmfkYQGb+dJi3j+T8Qa1vF3Y/19a2L6XyZm9fkc+Q1JssvkpS/zoJ2Bj4J2q66j3AFGrC6reonCtYkhE7Fnolf1aSJEn9bR0q8mq3rufmRMQNwOVUQfaXmXk1PK1w+gwR8XxgXeCOTpdsO3ZwQ0OnyWFXYDZLhnlJmkAsvkpSn2q5qZ+NiNOA3YHtgMnAmcBFgxaKY3UNPZE/K0mSpP7UVUSdDFwEvBC4DLibmkPwdqAz9DUj4hzg0My8aSnn6swmeB+1fv0ccEuL0DqQGtr1C+C/MnNRVxfsAPCTzHxqjL6mpFXIzFdJ0irVK/mzkiRJ6j8RMSkzF0bE8cB6wIcyc2ZEDABrAn8AHEV1pl4NHAmcBRycmY8Pcc5bgOOAYzNzfkR8FjgMeBjYANgzM8/pOn4qVZ+ZO2ZfVNIqM7CqL0CS1N8ycw5wBvDGiDg9InaPiGkRsXVEHEzlz57eDve/W5IkSRpNnRv7fwacS3W80jpT52XmrVT81TQqE/bjwGupiIJniIh1qYLtea3wuh7wIWp+we5U5+t724wD2mc9bOFVmrj8S6wkqRecBBwBvBP4MfBT4FKqY+CnrJz8WUmSJPWZzFzUulwfAV7dvcuqq0B6M7AzsBa1Rn0h8Gj3ebqis17SXusUU98DPJGZ/5yZ1wPfB7bNzAXdcVuSJi4zXyVJq1wv5M9KkiSpP7UC7NeBL0XEZcAPMnN2K5CuD/wD8FBm3hMRL6u35M2DztFZp84D7gX2iogLgL8CvgMQEWtRHbOdwVqdgVuSJjCLr5KkntG2dX1jVV+HJEmS+s63gZcDxwCfiIjbqV1Xm1A5rYe34/4UuA6eNmCr2zVUJuzHqd1bZwOHuyeUAAAL7UlEQVT/1l7bGngVcP6YfQtJPcfiqyRJkiRJ6muZ+WBEHAScQ+3E2oQqvp4HnJWZZ0fENGp31rGdty3lPIsi4jPAL9tTv8nMWe3n3drvPx3q/ZImnnAHpyRJkiRJ6lcREYPjrSLiOcCUzLynPZ6UmQsjYh1gYWY+8Sw+Zw/gKeDCTqyWpInP4qskSZIkSeprEbEDsAVwF3BdZj66jLcs7RwbAqdQ3bPXAzcCMzPzsdG8Vknji7EDkiRJkiSpL0XEasCHgMOAqcCU9vxs4AZgBnAFcNoIhr+uQw3U2q3ruTkRcQNwOVWQ/WVmXt0+4xkdt5ImHjtfJUmSJElSX+kUPiNiZ+DHwMXAD6lM142p4VhbAdOApzJzk6GKpV3nmg58AnghcBlwN9VN+3Zgy3Z4Up2xh2bmTWP6JSX1BDtfJUmSJElSvxkAFgJ/BNwPHJyZczovRsRawPOADYFJIzzXh4A1gf0yc2ZEDLTHxwFHAbOBq4EjgSMi4uDMfHxUv5WknjOwqi9AkiRJkiRpJVvUfg/g91RHKq1gSmY+npn3ZOaVmXl5e26orcOd5/8MOJfqeCUzF2XmvMy8FTiZ6qI9Bfg48FoqokDSBGfxVZIkSZIk9ZWuQuopVNTAG9rznaIsUZZZN8nMRe24R4BXdxdpW6YswM3AzsBawKVUNMFyD/WSNP4YOyBJkiRJkvrV5VTG6/YR8TLgQuBG4P7MnM+SrtZhtQLs14EvRcRlwA8yc3ZmLoiI9YF/AB7KzHva52Rm3jwm30hST3HgliRJkiRJ6htdA7LWAj4LPBd4KRUDsC6V33ovVYT9bWYePsLzrg8cDbyTypG9nYo32ATYADg8M0+IiC8Cf5yZ/ysiBrq7bSVNPBZfJUmSJElSX4qItYF1gClU4XVDYDOqEPsKYGFm7jbSImlErEEVX3eniq6LgNuAszLz7IiYBrwPuCIzT+kUgsfgq0nqERZfJUmSJElSX2jFz0cyc+YwxwxQ2axTqbrJ3SM47zOKqBHxHGBKZt7THk/KzIURsQ5V1H1iRb6LpPHB4qskSZIkSeoLEfEz4JzMPCYi3kvlvV4H3AncBdzXsl6fzbl3ALZo57kuMx2oJcmBW5IkSZIkqW9cAMxoP+8P7ADMBR6hclrviog7gFuBB4Czl1VEjYjVgA8Bh1HdslPa87OBG9rnXQGcZsSA1H/sfJUkSZIkSX0nIqYAL6GGbW0PTAe2BNYDBoA1gc0zc9YQ7+8M7toZ+DFwMfBDYDLVUbs1sBUwDXgqMzcx41XqP3a+SpIkSZKkvhARq2Xmgpa/+ghwefvVfcwfUIXY6UMVXpsBYCHwR1TX7MGZOafrPGsBz6OGeE0a3W8iabwYWNUXIEmSJEmStJJ0uk7fFRH/ExF/9IwDMu/LzAsy87iIiGHOtaj9HsDvO+duA7vIzMcz857MvDIzL2/P2fUq9RmLr5IkSZIkqS9k5sL24ywqVuDMiPjXiHhFp2gaEQMRMWlZEQFdr51CRQ28oT3fKcoSxdqL1MfMfJUkSZIkSX0nIl4AHAy8B5gHfBE4tbt4OsLz3EllvN4KnApcCNwI3J+Z80f1oiWNOxZfJUmSJElSX4qIScCfAIcBbwGuBL6Umd9dxvs6w7bWAj4LPJca3LUNsC6VBXsvVYT9bWYePnbfQlIvs/gqSZIkSZL6TkQMDIoIeBPwf4CtgF8Af9MVUzDcedYG1gGmUIXXDYHNqELsK4CFmbnb4M+T1B8svkqSJEmSpL4VEdOpztXVgTcD/wCQmQNLy32NiGnAI5k5c5hzDgBrAVOp2svdY3X9knrbaqv6AiRJkiRJksZap/M0IrYB3gjsQnWoTgE2ANajogLOAn7e3jZARQh0Oxo4BzgmIt5L5b1eB9wJ3AXc17JeH2u/JPUxi6+SJEmSJKmffBg4ELgUuB64D7gBOB94kOqAnQswROzABcCM9vP+wA7t+EeA+4G7IuIOagDXA8DZmfnoGH0XST3O2AFJkiRJktQ3ImIz4Amqo/XBwbECy3muKcBLqGFb2wPTgS2pLtoBYE1g88yctaLXLWl8svgqSZIkSZIEREQAA8MN2oqI1TJzQURMGuq4iPgDqhA7PTOPG6PLlTQOWHyVJEmSJEl9oxVY1wVeAwSV03oX1QW7aATvn5SZCyPiL4FPAwdl5oXDfd6KdNdKGt/MfJUkSZIkSX0hIiYDB1BDs54AHgIWUNmsN0XE/cCMzDxjqHN0dbvOomIFzoyI7wLfBK5uQ70GqMLuIguvUn8bWNUXIEmSJEmSNJYiYlL7cW/gI8ChwOnAZOAy4EXAO4APAG8Z9J6lysyfAzsBx7T3nAr8dUQMZOaizFxo4VWSsQOSJEmSJGlC64oK+DEVL7B/RJzRfv7biJgK/Ay4ATgiM2d2iqgjOTfwJ8BhVBH2SuBLmfndsftGksYLO18lSZIkSdJE1+k8mw5c3n7eHrgxItbIzIeBo4D1qbgARlh4HWgdrudm5p5U8XUe8JWIOGVZ3bOSJj6Lr5IkSZIkaULrymGdA8xuTwcwkJnz2+PbgN2AZRZdu88LEBHTI+IPgceAi4ENgXe3btsYnW8haTxy4JYkSZIkSeoHawPnA9u2xxcC74uI86jhWQcC8zLz7qFO0IkiiIhtgDcCuwCbAVOADYD1gHuBs4Cft7cNAAuXcjpJfcDMV0mSJEmS1Dci4jmZ+WhEvBr4FjAVWIMavvW5zPzCUHmvXcXXr1PF2kuBm4D7qLzY84EHgdWBuZlp0VXqcxZfJUmSJEnShBURkZkZERsCkzJzZtdrOwL7AvOB/wQuGknBNCI2A56gOlofTIsrkoZg5qskSZIkSZrIOrWPTwJnRsTLACLiBcDOVJfqNcAlI81ozczbM/O+zJw1uPAaxUFbkgAzXyVJkiRJ0sTWiQ94E3AUcGN7/GlgH+AB4P1UjeTEkXSxtgLtusBrqMFdd7VfD7a4AuMGJAHGDkiSJEmSpAkuIp5LDcLaJTMvj4iNgFuBwzPzaxFxHLA1sEdmPrmMc00GDgCOpqIHHgIWUEXcm4D7gRmZecaYfSFJ44axA5IkSZIkaULqihDYihqE1elA2weY1Qqvk4BfAVtm5pNDxQ50RQnsDXwEOBQ4nRrUdRnwIuAdwAeAtwx6j6Q+ZeyAJEmSJEmakLoiBOZSsQAHRcRLqc7V77TXJgPbUh2rUI1qw8UGvB24MDO/HhFnAD/KzL+NiKnAz4AbgCM6lzBqX0bSuGTnqyRJkiRJmtAy82bgNGB/4NvARcCx7eVpwI7Aecs6Tft9OnB5+3l74MaIWCMzH6YyZdencmBp+a+S+pidr5IkSZIkacLLzK9GxAnAhlTkwMPtpT2BKcBPOocO8f5FETEAzAFmt6cDGMjM+e3xbcBuLBnyJanPWXyVJEmSJEl9ITPnAbcMevrfgZOAme2Y4QqnawPnUzEFABcC74uI84BZwIHAvMy8ezSvW9L4FUviTyRJkiRJkrQsEfGczHw0Il4NfAuYCqxB5cd+LjO/EBEDxg5IsvgqSZIkSZI0jIiIzMyI2BCYlJkzu17bEdgXmA/8J3BRZg43sEtSH3HgliRJkiRJ0vA69ZNPAmdGxMsAIuIFwM7A6sA1wCWZuTAiYtVcpqReY+arJEmSJEnS8DrxAW8CjgJubI8/DewDPAC8n6qznJhuM5bU2PkqSZIkSZI0jBY58FxgI2BGZs6PiI2A9wAfzcwtgOOBvSNi8qq8Vkm9xeKrJEmSJEnSELoiBLYCHgQ6Xa37ALMy82sRMQn4FbBlZj5p7ICkDmMHJEmSJEmShtAVITAXuAs4KCJeChwAfKe9NhnYFri/PR4AHLolyc5XSZIkSZKkZcnMm4HTgP2BbwMXAce2l6cBOwLnrZKLk9Sz7HyVJEmSJEkagcz8akScAGxIRQ483F7aE5gC/KRz6Kq4Pkm9JxzAJ0mSJEmS9OxFxAuAtYCZmWncgKTFLL5KkiRJkiRJ0hgw81WSJEmSJEmSxoDFV0mSJEmSJEkaAxZfJUmSJEmSJGkMWHyVJEmSJEmSpDFg8VWSJEmSJEmSxoDFV0mSJEmSJEkaA/8f4ZMdW3scCnkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2880x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pysurvival.utils.display import correlation_matrix\n",
    "correlation_matrix(dataset[features], figure_size=(40,15), text_fontsize=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based on the correlations chart, we should remove the following features\n",
    "* `credit_history_existing_credit_paid`\n",
    "* `housing_own`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "to_remove = ['credit_history_existing_credit_paid', 'housing_own']\n",
    "features = np.setdiff1d(features, to_remove).tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4 - Modeling\n",
    "So as to perform cross-validation later on and assess the performances of the model, let's split the dataset into training and testing sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Building training and testing sets\n",
    "from sklearn.model_selection import train_test_split\n",
    "index_train, index_test = train_test_split( range(N), test_size = 0.4)\n",
    "data_train = dataset.loc[index_train].reset_index( drop = True )\n",
    "data_test  = dataset.loc[index_test].reset_index( drop = True )\n",
    "\n",
    "# Creating the X, T and E inputs\n",
    "X_train, X_test = data_train[features], data_test[features]\n",
    "T_train, T_test = data_train[time_column], data_test[time_column]\n",
    "E_train, E_test = data_train[event_column], data_test[event_column]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's now fit a Neural MTLR model to the training set.\n",
    "\n",
    "*Note: The choice of the structure of the neural network was obtained using grid-search hyperparameters selection, not displayed in this tutorial.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "% Completion: 100%|**********************************************|Loss: 1259.78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NeuralMultiTaskModel( Layer(1): activation = ReLU, units = 70 ; \n",
       "                      Layer(2): activation = Swish, units = 70 )"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pysurvival.models.multi_task import NeuralMultiTaskModel\n",
    "\n",
    "# Initializing the Neural MTLR with a time axis split into 100 intervals\n",
    "structure = [ \n",
    "                {'activation': 'ReLU', 'num_units': 70}, \n",
    "                {'activation': 'Swish', 'num_units': 70}, \n",
    "            ] \n",
    "neural_mtlr = NeuralMultiTaskModel(bins=100, structure=structure)\n",
    "\n",
    "# Fitting the model\n",
    "neural_mtlr.fit(X_train, T_train, E_train, \n",
    "                init_method = 'orthogonal', optimizer ='rprop', lr = 1e-3, \n",
    "                l2_reg = 1e-1,  l2_smooth = 1e-1,\n",
    "                batch_normalization = True,  bn_and_dropout = True,\n",
    "                dropout=0.6,  num_epochs = 500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can take a look at the values of N-MTLR loss function to ensure that the fitting isn't incomplete"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pysurvival.utils.display import display_loss_values\n",
    "display_loss_values(neural_mtlr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5 - Cross Validation\n",
    "In order to assess the model performance, we previously split the original dataset into training and testing sets, so that we can now compute its performance metrics on the testing set:\n",
    "\n",
    "### 5.1 - C-index\n",
    "The C-index represents the global assessment of the model discrimination power: this is the model’s ability to correctly provide a reliable ranking of the survival times based on the individual risk scores. In general, when the C-index is close to 1, the model has an almost perfect discriminatory power; but if it is close to 0.5, it has no ability to discriminate between low and high risk subjects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C-index: 0.70\n"
     ]
    }
   ],
   "source": [
    "from pysurvival.utils.metrics import concordance_index\n",
    "c_index = concordance_index(neural_mtlr, X_test, T_test, E_test)\n",
    "print('C-index: {:.2f}'.format(c_index)) #0.70"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 - Brier Score\n",
    "The Brier score measures the average discrepancies between the status and the estimated probabilities at a given time. Thus, the lower the score (usually below 0.25), the better the predictive performance. To assess the overall error measure across multiple time points, the Integrated Brier Score (IBS) is usually computed as well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x468 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IBS: 0.07\n"
     ]
    }
   ],
   "source": [
    "from pysurvival.utils.display import integrated_brier_score\n",
    "ibs = integrated_brier_score(neural_mtlr, X_test, T_test, E_test, t_max=100, \n",
    "                       figure_size=(20, 6.5) )\n",
    "print('IBS: {:.2f}'.format(ibs)) #0.07"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The IBS is equal to 0.07 on the entire model time axis. This indicates that the model will have good predictive abilities.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6 - Predictions\n",
    "\n",
    "### 6.1 - Overall predictions\n",
    "Now that we have built a model that seems to provide great performances, let's compare the following:\n",
    "\n",
    "* the time series of the actual and predicted number of loans that were fully repaid, for each time t."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pysurvival.utils.display import compare_to_actual\n",
    "results = compare_to_actual(neural_mtlr, X_test, T_test, E_test,\n",
    "                            is_at_risk = False,  figure_size=(16, 6),\n",
    "                            metrics = ['rmse', 'mean', 'median'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* the time series of the actual and predicted number of loans that were still active, for each time t.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = compare_to_actual(neural_mtlr, X_test, T_test, E_test,\n",
    "                            is_at_risk = True,  figure_size=(16, 6), \n",
    "                            metrics = ['rmse', 'mean', 'median'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both comparisons show that the model do a great job predicting the number of loans that were fully repaid (*average absolute error of 4.5 loan*) or that were still active (*average absolute error of 18.4 loans*) for all times t of the 70+ months time window.\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2 - Individual predictions\n",
    "Now that we know that we can provide reliable predictions for an entire cohort, let's compute the speed of repayment at the individual level. The speed of repayment is given by $\\text{Speed}(t) = 1−\\text{Survival}(t)$\n",
    "\n",
    "First, we can construct the risk groups based on risk scores distribution. The helper function `create_risk_groups`, which can be found in `pysurvival.utils.display`, will help us do that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAAEKCAYAAACFeUV9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XucZldZJ/rfQ5qbgISQJicnIRMcQSYqJNpGOCIGEIwOBxA9CqNyEQ0oKHiAGcBROuBtHCEoKhIuJp8ZICD3iwqZELl4MNiBAAkJwy1IYkISAoRrMPCcP/bu5E2lbl31VlVX7+/389mf991rr733qlXVVU8/79prVXcHAAAAgAPbzba6AQAAAABsPEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBIIZVbW7qnpmu7yq3lpV91hQ74Tx+Pet8rpHj/UfvIY2Paaqzq2qL1fVF6rqg1X1/H29zmab6aO925er6qKqeklV3XOR+hdX1Z/sw/VPqqqH7UP906pqz8z+Y8Z23Xa111jm2ncbf3YOXlA+t3sAwIFof4y9uLHxe3TVzP5+GfcsbCewOEkguKkvJbn3uD0lyd2SnFlVh8zU+cB4/JMb2ZCqemaSlyZ5e5KHJ3lUkjclechG3nfOfiFDXz00ySlJvj/Jnqp63IJ6P53kz/bhuiclWXUSKMlzkzxmH+rvi7sleXaSgxeUvy3D1/61DbovABwI9pvYi0W9NMlPzOwvFfcA28COrW4A7Ieu6+5/Gt//U1VdnOR9SU5M8sok6e5rkvzT4qfP1ZOSvLi7nzVT9paqOnmjb1xVByU5qLu/uc5Lfbi7zx/fv7OqXpLk5UleVFXv6u5PJEl3f3Cd91lUVd26u7/e3ZseNHb3lUmu3Oz7AsA2sz/FXmuyN97Y6nZshO6+JMklW92OzXIgfy8hMRIIVuND4+ud9xYsNiS5qh5XVR+tqq9X1VVV9a6q+t6lLlpV9xsfkfqDZe59cJLLFxZ2dy+41q2r6o+r6jNVdW1Vfbqq/nDm+EHjENl/GY9fUFX/acE1TquqPVX1sKq6IMk3kvzweOyoqjqjqq6uqq9V1dur6nuWafeSuvvbSX4rybeS/MrM/W/0OFhVfW9V/f14z69W1YVV9cTx2D8k+cEkj54ZPv6Ymes8r6p+p6ouSXLN7Ne3SJP+Q1W9Z/y+/e+q+ukF/XKTx9RmhztX1QlJ3jIe+vRYfvHCejPnHlpVp1fV58e+/Ieq2rXYPavqt6rqkhoeAzxj4bBrADhAbWXslap6UlV9dow/3lhVDxjvfcJMna6q/7eqXlBVVyb5yILzPz7GXJ+oqt9acP2bxCS1yONrM/f40zEe+mJVvbCqbjFT5+CqemlV/WtVfWOM9V6yzNf22PHruvlM2b+OcUmN+zcb7/Wr4/71j1ktF/fMuEtVnTne56Kqevhy/T1e96CqeuYYi107xj+nLaizbL8ucd27jN/Da8bv/Vuq6rsX1Fn0e1lV9xljxGvG7byq+n9Wuifs74wEgpUdNb5+eqkKVXXfJH+V5HczfHL1nRmGLN9+ifo/keQNSf6wu5+7zL0/kOQ3qupfkry1uz+/yLUqwyNi987wyNO5SY5I8qMz1Z6T5D8nOTnJPyf5mSSvqKru7lfN1Ds6yR+P9S/P8Mf9kCTvTfL5JE/I8GjTM5L8r6q621o+KenuL4zBz72WqfaWJBcm+cUk1yb5ngz9miS/nuR1ST41fs3JjYeH/6ckF4z1Vvo99+okf5nkDzIkpf6mqn6wuz+0/GnX+0CSpyX5kwyP7F02tncpb0zy3eM5VyV5epKzq+q4vaOiRj+X5MMZHns7Msnzxzb++irbBQDb1ZbFXjV8GPTCDLHBm5LcJ8nLlqj+9CTvTvJLGT9cHxMnL8zwd/vtSe6X5HlVdcvu/qOl7ruMp2YYAfULSb43ye9n+KDu6ePx5yf5vzJ8wHZ5hsTZfZe53nuSfEeSH0hyTlXdNcmdknw7yTEZ4qd7ZujH9yxy/mrinlcmOTXJf0/yG0nOqKrvGkcULeXFGaY9+OMk70pySIZ4Ncna+rWqbpnkrCT/luRXk1yXIRZ+V1V9f3dfPVP9Rt/LqvrOJG/N8DPwnCSVYUoDH8ix/XW3zWYbtyS7M/zHfMe4/fskZyb5YJJbztQ7IUkn+b5x/2lJzl3mukeP9R+cYT6fbyR52irac48MiY7O8Mf5ggx/iL5zps5PjMcfssQ1Dkny1STPXlD+t0k+NrN/2nidYxfUe26GBNAhM2V3yPD8/hOXafuN+miR469KcuHM/sVJ/mR8f+h47vcvc/09SU5bpPziDAHJrRaUn5Zkz8z+Y8Z7PGum7GZJLkpyxmLtWuTc2477Dx73j16h3onj/o/N1LlNhkfGXrzgnp9MsmOm7AVJLt/qfyM2m81ms81zy/4Xe/1zkrctKPvL8VonzJR1kg8sqHezJJcm+etFzv/S3thkYUyysL0L7nFRkpvNlP12hg/kDhn3z0/yG/vY5/+6ty+S/HKGDxDfl+QJY9lvJrli4fdoZn+luOeXZ8rumCH58oRl2nP38bzfXOL4avt1YTufMN77u2bKjkzyzSTPXOF7uWssv91W/xux2ea9eRwMbuqOGT4x+Lckn0hyXJKHd/dyozvOS3JcVZ1SVfedHaa7wM8k+ZskT+3uFVfC6u4PJ/kPGYKXv8zwKcTvZJhYee8jRvdPcnV3v3mJy3xfhk98/mZB+auT3K2qds6UXdrd5y2o9+MZgrFrqmpHVe1I8uUMAcOurF0tc+zqJJ9N8ldV9fNVdad9vPZZ3f2NVdZ9w943PTyq9qYkx+/j/Vbr+AxB1btm7vnVDJ803WdB3bO7+7qZ/Y8mudPs8G0AOEDsF7HXGOMcl2RhTLVUjPW3C/aPTPJ/ZvGY6zszjCTZV28a45O9Xp/k1hniu2Toh6dX1a9X1d1Wec335IYR4/fNMALm3QvK3ruGtu71jr1vehjFfkWGvlnK/cbX05Y4vtZ+PT5DcudTM+25JMk/5qZx18Lv5SeTfCXJK6vqoeWRfA4gkkBwU19K8kMZHlV6fJJbZPgDsOS/l+7+X0kem+GP5j8kuaqq/qKqbrOg6kMyJDjekFXq7mu7+y3d/aTuPibDI0t3TbJ3da07Zhj5spTDx9fPLSjfu3/IImWzDk3y87khONu73S8zz+qvwRFL3G9vMuZBGYY1vzzJ5eMz2cet8tqLXncJVyyyf/hiFefg8EXulwztPWRB2RcX7H8zQ+LslhvQLgDYSvtL7HVokoNy00UdllrkYWG8sS8x12otFqfM3utJGR41/90kHxvnzHnECtd8T5L7jFMK/Oi4P5sYuk8WfxRstRaLYW61TP07JvlqD5N/L2at/Xr4IufsPW/hOTeq191fSPLAJDdP8pokV1bV26rqu5a4F2wbkkBwU9d1957uPqe7T03yxAxBybITwXX36d39g0kOy/Bc8WMzjNqZ9RsZhrO+o6ruuJbGdffLMgQzdx+LPp/lkxZ7E0QLR9McNr7OPg/duamrM3wC9kOLbE9cdcNnVNUdMowiet9Sdbr7ou7+mQzPXv94huDhbcsFhLOn70NzFvbLnXLjpNo3MgSjs+6wD9efddki90uG78XVi5QDwBTsL7HXVRkWrti5oHzh/vVNWLC/2phrX2KLxeKU6+/V3V/s7t/s7v8jw1w+52SY9/GYJa6XDAmeQzIkOe4y7v9jkiOq6kFje9eTBNpXn09ym3EensXsSyy78LzVxl03iR27+5+6+8QMsejDk9wt42p1sJ1JAsHK/meGuXj+y2oqd/eV3f3iDH88F/4BvibDHD5J8vZl/tglSRZ7DGp8fOv2ueETi7OSHFIzq0kscH6GZ8cXBlI/l+R/97CM+XLOyjAR4QVjgDa7fWyFc29iTOKckuGTtqUmWrxed/9bd78zw0SAh+eGCflW+lRpta5fDWxs20OTvH/m+CUZHsmb9aAF+98cX1dqzzkZHum6fsLGqvqOJP8x6xt2DQAHki2JvcbHsD+YIRaY9ZDVtCNDzPCvWTzmuiY3rCB2SZKjq2o2blgYW+z10AUfgD08ydczxHc3Mk4j8PQM/8e7+8LjMz6SYbTObye5aOy/L4zX/O0Mj0F9cJnzVxv3rNY7x9dHLXF8tf260DlJfrCq7rK3oKqOyDCR9qrjru7+ene/JcPo9OWSa7AtWB0MVtDdXcNSoq+oqgd091kL61TVyRk+UfmHDJ8iHZfkxzKsorXwep+vqgdmCFTeWlUndvfXlrj9R6rqTRmerb4iyb/LMBHi15KcPtY5M8MqCa+squdkWLXh8CT37e7Hd/fVVfWCJP+1qq7LMKHyw5P8VJJHrqILnp9hha53VtULM3yadtj49b23b7y62GLuMc5fdKsMn6A8NsMooMf3jVfDul5V3SPDqhOvzjAx9h0yBIIf6htWcrgoyU+Mq318Psmne5HV01bhV6rqmxkCn1/JsHLXbL+8IckLq+pZuWFltYXLz+5Nhj2+qs5I8rXuvklA0t1vr6r/L8mrq+oZY7ufluHZ/v++hrYDwAFni2OvP0zyuqr68wwjoX8kw4c1ybBIx3Lt/nZV7U7y4qr6fIYY7ceS/FqGhSj2zlf4xgwLfbx0XAb9uAwTNC/mdhlWLn1Jhvjjd5L8xd54qKremyFWOT/DaJZfzbAgyPsXv9z17fzH8et68cyh92QYhXVmd39rmS91VXHPanX3x6rq1Ayrfd0pw/xEByf52e5+xD7060KnZYgf/66qfjfDKK9nZ/h5efES5yRJquo/ZvievDHJv2SYxuDxuSFhBduWkUCwOq9O8vEMy6wv5p8zfDLwVxkSMr+WYYWCP12scndfluQBGVaCeP0ykxk+Z6zzZxkSQc/N8MnY8d396fFanWE0y6lJnpLk75L8XoY/cHv9boag5tcyTEJ83yS/2N1nLPdFj9e/KsOQ7IsyjOB5R4blO2+fYQnzlbwiw2Nfb8uwzOn5SXZ198uXOefyDCOdfnv8ev4yw3Lxs5/E/d5Y9poM/f9/r6Iti3lEhv57Y4Zh1D/f3bOffp2aYWWu3xzvde147+t192cyJHMenmE49VuWud/DMgQvL8gwwWEluf9SCTEAmKgtib26+/UZ/uY/LENs8EMZ/sYnw6iTZXX3S5I8OUNs8dYMHyw9tWeWMe/u8zMkGO6dIdH0Yxk+JFvM8zI81vSqDPHcy5I8a+b4+zKsyvXaDHHKoUl+spdfjj254XGvdy9StuwomX2Me1br1zMs3/6LGSZpfkGGDz333nPFfl2knddmmFLgogz9dnqGhM4JfePl4RfziQxJtT/IDbHv32fpZB1sGzX8/xEAAICFquq/Zvhg6pDu/vom3rczLP/+55t1T+DA53EwAACAXD/34jOTnJ1hJMqPZnik6GWbmQAC2CiSQAAAAINvZphU+VEZHn2/LMMjZgtXHQPYljwOBgAAADABJoYGAAAAmIBNfRzs0EMP7aOPPnozbwkAbKJzzz33qu7eudXt4MbEYABwYFttDLapSaCjjz46e/bs2cxbAgCbqKo+s9Vt4KbEYABwYFttDOZxMAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJ2LHVDYDNtHv37i09HwBgkqrWfm73/NoBMHFGAgEAAABMgCQQAAAAwARIAgEAAABMgCQQAAAAwARIAgEAAABMgCQQAAAAwARIAgEAAABMgCQQAAAAwARIAgEAAABMgCQQAAAAwARIAgEAAABMgCQQAAAAwASsmASqqltV1fur6kNVdUFVnTyWn1ZVn66q88bt2I1vLgDANIjBAIB527GKOtcmuX93f6Wqbp7kvVX1d+Oxp3f3azeueQAAkyUGAwDmasUkUHd3kq+Muzcft97IRgEATJ0YDACYt1XNCVRVB1XVeUmuSHJmd58zHvr9qvpwVZ1SVbdc4tyTqmpPVe258sor59RsAIADnxgMAJinVSWBuvtb3X1skiOTHF9V35fkmUnunuSHkhyS5L8sce6p3b2ru3ft3LlzTs0GADjwicEAgHnap9XBuvuLSc5OcmJ3X9aDa5P8dZLjN6KBAABTJwYDAOZhNauD7ayqg8f3t07ywCQXVdXhY1kleViS8zeyoQAAUyIGAwDmbTWrgx2e5PSqOihD0ug13f3WqnpnVe1MUknOS/KEDWwnAMDUiMEAgLlazepgH05y3CLl99+QFgEAIAYDAOZun+YEAgAAAGB7kgQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmIAVk0BVdauqen9VfaiqLqiqk8fyu1TVOVX1iap6dVXdYuObCwAwDWIwAGDeVjMS6Nok9+/ueyY5NsmJVXWvJP8tySnd/d1JvpDkcRvXTACAyRGDAQBztWISqAdfGXdvPm6d5P5JXjuWn57kYRvSQgCACRKDAQDztqo5garqoKo6L8kVSc5M8skkX+zu68YqlyQ5YolzT6qqPVW158orr5xHmwEAJkEMBgDM06qSQN39re4+NsmRSY5PcvfV3qC7T+3uXd29a+fOnWtsJgDA9IjBAIB52qfVwbr7i0nOTnLvJAdX1Y7x0JFJLp1z2wAAiBgMAJiP1awOtrOqDh7f3zrJA5NcmCEQ+dmx2qOTvGmjGgkAMDViMABg3nasXCWHJzm9qg7KkDR6TXe/tao+muSMqvq9JB9M8rINbCcAwNSIwQCAuVoxCdTdH05y3CLln8rwbDoAAHMmBgMA5m01I4GAOdi9e/dWN2FNtmu7AQCSJFVb3YK16d7qFgAHoH2aGBoAAACA7UkSCAAAAGACJIEAAAAAJkASCAAAAGACTAwN+8AkyQAAm2y7TuwMsB8yEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZgxSRQVd25qs6uqo9W1QVV9eSxfHdVXVpV543bT218cwEApkEMBgDM245V1LkuyVO7+wNVdbsk51bVmeOxU7r7TzaueQAAkyUGAwDmasUkUHdfluSy8f2Xq+rCJEdsdMMAAKZMDAYAzNs+zQlUVUcnOS7JOWPRk6rqw1X18qq6w5zbBgBAxGAAwHys5nGwJElV3TbJ65I8pbuvqaoXJXlukh5fn5fklxc576QkJyXJUUcdNY82cwDYvXv3VjcBALYFMRhzU7XVLQBgi61qJFBV3TxD8PGK7n59knT357r7W9397SQvSXL8Yud296ndvau7d+3cuXNe7QYAOOCJwQCAeVrN6mCV5GVJLuzu58+UHz5T7aeTnD//5gEATJMYDACYt9U8DvYjSX4pyUeq6ryx7FlJHllVx2YYinxxksdvSAsBAKZJDAYAzNVqVgd7b5LFHiD+2/k3BwCARAwGAMzfqieGhlkmdgYA2AImdwZgHfZpiXgAAAAAtidJIAAAAIAJkAQCAAAAmABJIAAAAIAJMDH0hJncGQBgC5jcGYAtYiQQAAAAwARIAgEAAABMgCQQAAAAwARIAgEAAABMgCQQAAAAwARYHWwbs7oXAMAWsLoXANuUkUAAAAAAEyAJBAAAADABkkAAAAAAEyAJBAAAADABkkAAAAAAEyAJBAAAADABkkAAAAAAE7BiEqiq7lxVZ1fVR6vqgqp68lh+SFWdWVUfH1/vsPHNBQCYBjEYADBvqxkJdF2Sp3b3MUnuleSJVXVMkmckOau775rkrHEfAID5EIMBAHO1YhKouy/r7g+M77+c5MIkRyR5aJLTx2qnJ3nYRjUSAGBqxGAAwLzt05xAVXV0kuOSnJPksO6+bDx0eZLDljjnpKraU1V7rrzyynU0FQBgmsRgAMA8rDoJVFW3TfK6JE/p7mtmj3V3J+nFzuvuU7t7V3fv2rlz57oaCwAwNWIwAGBeVpUEqqqbZwg+XtHdrx+LP1dVh4/HD09yxcY0EQBgmsRgAMA8rWZ1sErysiQXdvfzZw69Ocmjx/ePTvKm+TcPAGCaxGAAwLztWEWdH0nyS0k+UlXnjWXPSvJHSV5TVY9L8pkkP7cxTQQAmCQxGAAwVysmgbr7vUlqicMPmG9zgP3N7t27t/R8gKkSg8HE1VL//FehF50qDGDfVgcDAAAAYHuSBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYgBWTQFX18qq6oqrOnynbXVWXVtV54/ZTG9tMAIBpEYMBAPO2mpFApyU5cZHyU7r72HH72/k2CwBg8k6LGAwAmKMVk0Dd/e4kV29CWwAAGInBAIB527GOc59UVY9KsifJU7v7C4tVqqqTkpyUJEcdddQ6brf/2r1795acC9uBfx8AcycGS5Kq9Z3fPZ92wP7Ivw9gCWudGPpFSf59kmOTXJbkeUtV7O5Tu3tXd+/auXPnGm8HAEDEYADAOqwpCdTdn+vub3X3t5O8JMnx820WAAALicEAgPVYUxKoqg6f2f3pJOcvVRcAgPkQgwEA67HinEBV9aokJyQ5tKouSfLsJCdU1bFJOsnFSR6/gW0EAJgcMRgAMG8rJoG6+5GLFL9sA9oCAMBIDAYAzNt6Vgc7YFiBCPZPW7mymFXNADbBelcwAjbGev5trmdlMauawYZb6+pgAAAAAGwjkkAAAAAAEyAJBAAAADABkkAAAAAAE2Bi6C1mAlkAgC1gUmoAJshIIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmABJIAAAAIAJkAQCAAAAmIAVk0BV9fKquqKqzp8pO6Sqzqyqj4+vd9jYZgIATIsYDACYt9WMBDotyYkLyp6R5KzuvmuSs8Z9AADm57SIwQCAOVoxCdTd705y9YLihyY5fXx/epKHzbldAACTJgYDAOZtxxrPO6y7LxvfX57ksKUqVtVJSU5KkqOOOmqNtwPYN7t3797qJgBsBDEYsH+r2uoWAMtY98TQ3d1Jepnjp3b3ru7etXPnzvXeDgCAiMEAgH231iTQ56rq8CQZX6+YX5MAAFiCGAwAWLO1JoHenOTR4/tHJ3nTfJoDAMAyxGAAwJqtZon4VyV5X5LvqapLqupxSf4oyQOr6uNJfnzcBwBgTsRgAMC8rTgxdHc/colDD5hzWwAAGInBAIB5W/fE0AAAAADs/ySBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZAEggAAABgAiSBAAAAACZgx3pOrqqLk3w5ybeSXNfdu+bRKAAAliYGAwDWYl1JoNH9uvuqOVwHAIDVE4MBAPvE42AAAAAAE7DeJFAneUdVnVtVJ82jQQAArEgMBgDss/U+Dnaf7r60qu6U5Myquqi73z1bYQxMTkqSo446ap23AwAgYjAAYA3WNRKouy8dX69I8oYkxy9S59Tu3tXdu3bu3Lme2wEAEDEYALA2a04CVdVtqup2e98neVCS8+fVMAAAbkoMBgCs1XoeBzssyRuqau91Xtndfz+XVgEAsBQxGACwJmtOAnX3p5Lcc45tAQBgBWIwAGCt1jsxNABztHv37i09HwBgiobBlWvXPZ92wEZb7xLxAAAAAGwDkkAAAAAAEyAJBAAAADABkkAAAAAAEyAJBAAAADABkkAAAAAAEyAJBAAAADABkkAAAAAAEyAJBAAAADABkkAAAAAAE7BjqxswL7t3797qJgAkme7vo/V83VPtMzggVG11CwAG6/p91HNrxmZa76/g3p5fNutgJBAAAADABEgCAQAAAEyAJBAAAADABEgCAQAAAEzAATMxNAAmWN5OtvJ75ecEAObLHPnbx1Z+r/aHibiNBAIAAACYAEkgAAAAgAlYVxKoqk6sqo9V1Seq6hnzahQAAEsTgwEAa7HmJFBVHZTkL5L8ZJJjkjyyqo6ZV8MAALgpMRgAsFbrGQl0fJJPdPenuvubSc5I8tD5NAsAgCWIwQCANVnP6mBHJPnszP4lSX54YaWqOinJSePuV6rqY+u456xDk1w1p2uxPH29efT15tHXm2NV/XzyySdvQlMOeKv+md7g/v53G3lxkojBpkI/bx59vXn2474+4Jb3WlVfW9VsLlb9c73B/b2qGGzDl4jv7lOTnDrv61bVnu7eNe/rclP6evPo682jrzeHft48+pqFxGDbm37ePPp68+jrzaOvN8926+v1PA52aZI7z+wfOZYBALBxxGAAwJqsJwn0z0nuWlV3qapbJHlEkjfPp1kAACxBDAYArMmaHwfr7uuq6klJ3p7koCQv7+4L5taylc19eDNL0tebR19vHn29OfTz5tHXEyEGmwz9vHn09ebR15tHX2+ebdXX1d1b3QYAAAAANth6HgcDAAAAYJuQBAIAAACYgP0yCVRVL6+qK6rq/JmyQ6rqzKr6+Ph6h7G8qurPquoTVfXhqvqBrWv59lNVd66qs6vqo1V1QVU9eSzX33NWVbeqqvdX1YfGvj55LL9LVZ0z9umrx0k+U1W3HPc/MR4/eivbvx1V1UFV9cGqeuu4r683QFVdXFUfqarzqmrPWOZ3yAaoqoOr6rVVdVFVXVhV99bXzJMYbPOIwTaPGGxzib82jxhscxxo8dd+mQRKclqSExeUPSPJWd191yRnjftJ8pNJ7jojhetLAAAEM0lEQVRuJyV50Sa18UBxXZKndvcxSe6V5IlVdUz090a4Nsn9u/ueSY5NcmJV3SvJf0tySnd/d5IvJHncWP9xSb4wlp8y1mPfPDnJhTP7+nrj3K+7j+3uXeO+3yEb40+T/H133z3JPTP8fOtr5um0iME2ixhs84jBNpf4a3OJwTbegRV/dfd+uSU5Osn5M/sfS3L4+P7wJB8b3784ySMXq2dbU7+/KckD9feG9/N3JPlAkh9OclWSHWP5vZO8fXz/9iT3Ht/vGOvVVrd9u2xJjszwC/n+Sd6apPT1hvX1xUkOXVDmd8j8+/n2ST698GdTX9vmvYnBtqzfxWCb089isI3tX/HX5va3GGzj+/iAi7/215FAizmsuy8b31+e5LDx/RFJPjtT75KxjH00DsE8Lsk50d8bYhwee16SK5KcmeSTSb7Y3deNVWb78/q+Ho9/KckdN7fF29oLkvznJN8e9+8Yfb1ROsk7qurcqjppLPM7ZP7ukuTKJH89DrN/aVXdJvqajednbIOJwTaeGGzTiL82lxhs4x1w8dd2SgJdr4eUmrXt56iqbpvkdUme0t3XzB7T3/PT3d/q7mMzfEpyfJK7b3GTDkhV9eAkV3T3uVvdlom4T3f/QIbhr0+sqvvOHvQ7ZG52JPmBJC/q7uOSfDU3DD1Ooq/ZeH7G5k8MtjnEYBtP/LUlxGAb74CLv7ZTEuhzVXV4koyvV4zllya580y9I8cyVqmqbp4h+HhFd79+LNbfG6i7v5jk7AxDYg+uqh3jodn+vL6vx+O3T/L5TW7qdvUjSR5SVRcnOSPDkOQ/jb7eEN196fh6RZI3ZAiu/Q6Zv0uSXNLd54z7r80QlOhrNpqfsQ0iBtt8YrANJf7aZGKwTXHAxV/bKQn05iSPHt8/OsNz03vLHzXOwn2vJF+aGZbFCqqqkrwsyYXd/fyZQ/p7zqpqZ1UdPL6/dYbn/i/MEIj87FhtYV/v/R78bJJ3jllmVtDdz+zuI7v76CSPyNB3vxB9PXdVdZuqut3e90kelOT8+B0yd919eZLPVtX3jEUPSPLR6Gs2np+xDSAG2zxisM0h/tpcYrDNcSDGX7U//jurqlclOSHJoUk+l+TZSd6Y5DVJjkrymSQ/191Xj39A/zzDShZfS/LY7t6zFe3ejqrqPknek+QjueHZ3WdleCZdf89RVd0jyelJDsqQgH1Ndz+nqr4rw6clhyT5YJJf7O5rq+pWSf5HhjkCrk7yiO7+1Na0fvuqqhOSPK27H6yv52/s0zeMuzuSvLK7f7+q7hi/Q+auqo5N8tIkt0jyqSSPzfj7JPqaORCDbR4x2OYRg20+8dfGE4NtngMt/tovk0AAAAAAzNd2ehwMAAAAgDWSBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAmQBAIAAACYAEkgAAAAgAn4/wE/vEc0I231pAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pysurvival.utils.display import create_risk_groups\n",
    "\n",
    "risk_groups = create_risk_groups(model=neural_mtlr, X=X_test,\n",
    "    use_log = False, num_bins=30, figure_size=(20, 4),\n",
    "    low= {'lower_bound':0, 'upper_bound':430, 'color':'red'},\n",
    "    high= {'lower_bound':430, 'upper_bound':800, 'color':'blue'}\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, it is possible to distinguish 2 main groups, *low* and *high* risk groups. Because the C-index is high, the model will be able to perfectly rank the survival times of a random unit of each group, such that $t_{high} \\leq t_{low}$.\n",
    "\n",
    "Let's randomly select individual unit in each group and compare their speed of repayment functions. To demonstrate our point, we will purposely select units which experienced an event to visualize the actual time of event."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initializing the figure\n",
    "fig, ax = plt.subplots(figsize=(15, 5))\n",
    "\n",
    "# Selecting a random individual that experienced an event from each group\n",
    "groups = []\n",
    "for i, (label, (color, indexes)) in enumerate(risk_groups.items()) :\n",
    "\n",
    "    # Selecting the individuals that belong to this group\n",
    "    if len(indexes) == 0 :\n",
    "        continue\n",
    "    X = X_test.values[indexes, :]\n",
    "    T = T_test.values[indexes]\n",
    "    E = E_test.values[indexes]\n",
    "\n",
    "    # Randomly extracting an individual that experienced an event\n",
    "    choices = np.argwhere((E==1.)).flatten()\n",
    "    if len(choices) == 0 :\n",
    "        continue\n",
    "    k = np.random.choice( choices, 1)[0]\n",
    "    \n",
    "    # Saving the time of event\n",
    "    t = T[k]\n",
    "\n",
    "    # Computing the Survival function for all times t\n",
    "    cdf = 1. - neural_mtlr.predict_survival(X[k, :]).flatten()\n",
    "\n",
    "    # Displaying the functions\n",
    "    label_ = '{} risk'.format(label)\n",
    "    plt.plot(neural_mtlr.times, cdf, color = color, label=label_, lw=2)\n",
    "    groups.append(label)\n",
    "\n",
    "    # Actual time\n",
    "    plt.axvline(x=t, color=color, ls ='--')\n",
    "    ax.annotate('T={:.1f}'.format(t), xy=(t, 0.5*(1.+0.2*i)), \n",
    "        xytext=(t, 0.5*(1.+0.2*i)), fontsize=12)\n",
    "\n",
    "# Show everything\n",
    "groups_str = ', '.join(groups)\n",
    "title = \"Comparing Cumulative Density functions between {} risk grades\".format(groups_str)\n",
    "plt.legend(fontsize=12)\n",
    "plt.title(title, fontsize=15)\n",
    "plt.xlim(0, 65)\n",
    "plt.ylim(0, 1.05)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7 - Conclusion\n",
    "We can now save our model so as to put it in production and score future borrowers.\n",
    "Thanks to Survival Analysis, we can see that it is indeed possible to predict the speed of repayment of loans and forecast the number of loans that will be fully repaid throughout time, which is a great advantage over classification modeling."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving the model to disk as /Users/xxx/Desktop/credit_neural_mtlr.zip\n"
     ]
    }
   ],
   "source": [
    "# Let's now save our model\n",
    "from pysurvival.utils import save_model\n",
    "save_model(neural_mtlr, '/Users/xxx/Desktop/credit_neural_mtlr.zip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernel_info": {
   "name": "python2"
  },
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  },
  "nteract": {
   "version": "0.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
